{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/joaquin/Documents/GitHub/skforecast\n",
      "0.18.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import sys\n",
    "from pathlib import Path\n",
    "path = str(Path.cwd().parent)\n",
    "print(path)\n",
    "sys.path.insert(1, path)\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import skforecast\n",
    "\n",
    "print(skforecast.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[38;5;208mVersion skforecast: 0.18.0\n",
      "\u001b[1m\u001b[38;5;208mVersion scikit-learn: 1.7.1\n",
      "\u001b[1m\u001b[38;5;208mVersion lightgbm: 4.5.0\n",
      "\u001b[1m\u001b[38;5;208mVersion shap: 0.47.2\n"
     ]
    }
   ],
   "source": [
    "# Data manipulation\n",
    "# ==============================================================================\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from skforecast.datasets import fetch_dataset\n",
    "\n",
    "# Plotting\n",
    "# ==============================================================================\n",
    "import matplotlib.pyplot as plt\n",
    "import shap\n",
    "from skforecast.plot import set_dark_theme\n",
    "\n",
    "# Modeling and forecasting\n",
    "# ==============================================================================\n",
    "import sklearn\n",
    "import lightgbm\n",
    "import skforecast\n",
    "from sklearn.inspection import PartialDependenceDisplay\n",
    "from lightgbm import LGBMRegressor\n",
    "from skforecast.recursive import ForecasterRecursive\n",
    "from skforecast.preprocessing import RollingFeatures\n",
    "from skforecast.model_selection import backtesting_forecaster, TimeSeriesFold\n",
    "\n",
    "color = '\\033[1m\\033[38;5;208m'\n",
    "print(f\"{color}Version skforecast: {skforecast.__version__}\")\n",
    "print(f\"{color}Version scikit-learn: {sklearn.__version__}\")\n",
    "print(f\"{color}Version lightgbm: {lightgbm.__version__}\")\n",
    "print(f\"{color}Version shap: {shap.__version__}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭──────────────────────────── <span style=\"font-weight: bold\">vic_electricity</span> ─────────────────────────────╮\n",
       "│ <span style=\"font-weight: bold\">Description:</span>                                                             │\n",
       "│ Half-hourly electricity demand for Victoria, Australia                   │\n",
       "│                                                                          │\n",
       "│ <span style=\"font-weight: bold\">Source:</span>                                                                  │\n",
       "│ O'Hara-Wild M, Hyndman R, Wang E, Godahewa R (2022).tsibbledata: Diverse │\n",
       "│ Datasets for 'tsibble'. https://tsibbledata.tidyverts.org/,              │\n",
       "│ https://github.com/tidyverts/tsibbledata/.                               │\n",
       "│ https://tsibbledata.tidyverts.org/reference/vic_elec.html                │\n",
       "│                                                                          │\n",
       "│ <span style=\"font-weight: bold\">URL:</span>                                                                     │\n",
       "│ https://raw.githubusercontent.com/skforecast/skforecast-                 │\n",
       "│ datasets/main/data/vic_electricity.csv                                   │\n",
       "│                                                                          │\n",
       "│ <span style=\"font-weight: bold\">Shape:</span> 52608 rows x 4 columns                                            │\n",
       "╰──────────────────────────────────────────────────────────────────────────╯\n",
       "</pre>\n"
      ],
      "text/plain": [
       "╭──────────────────────────── \u001b[1mvic_electricity\u001b[0m ─────────────────────────────╮\n",
       "│ \u001b[1mDescription:\u001b[0m                                                             │\n",
       "│ Half-hourly electricity demand for Victoria, Australia                   │\n",
       "│                                                                          │\n",
       "│ \u001b[1mSource:\u001b[0m                                                                  │\n",
       "│ O'Hara-Wild M, Hyndman R, Wang E, Godahewa R (2022).tsibbledata: Diverse │\n",
       "│ Datasets for 'tsibble'. https://tsibbledata.tidyverts.org/,              │\n",
       "│ https://github.com/tidyverts/tsibbledata/.                               │\n",
       "│ https://tsibbledata.tidyverts.org/reference/vic_elec.html                │\n",
       "│                                                                          │\n",
       "│ \u001b[1mURL:\u001b[0m                                                                     │\n",
       "│ https://raw.githubusercontent.com/skforecast/skforecast-                 │\n",
       "│ datasets/main/data/vic_electricity.csv                                   │\n",
       "│                                                                          │\n",
       "│ \u001b[1mShape:\u001b[0m 52608 rows x 4 columns                                            │\n",
       "╰──────────────────────────────────────────────────────────────────────────╯\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dates train : 2011-12-31 00:00:00 --- 2014-12-01 00:00:00  (n=1067)\n",
      "Dates test  : 2014-12-02 00:00:00 --- 2014-12-31 00:00:00  (n=30)\n"
     ]
    }
   ],
   "source": [
    "# Download data\n",
    "# ==============================================================================\n",
    "data = fetch_dataset(name=\"vic_electricity\")\n",
    "data.head(3)\n",
    "# Aggregation to daily frequency\n",
    "# ==============================================================================\n",
    "data = data.resample('D').agg({'Demand': 'sum', 'Temperature': 'mean'})\n",
    "data.head(3)\n",
    "# Create calendar variables\n",
    "# ==============================================================================\n",
    "data['day_of_week'] = data.index.dayofweek\n",
    "data['month'] = data.index.month\n",
    "data.head(3)\n",
    "# Split train-test\n",
    "# ==============================================================================\n",
    "end_train = '2014-12-01 23:59:00'\n",
    "data_train = data.loc[: end_train, :]\n",
    "data_test  = data.loc[end_train:, :]\n",
    "print(f\"Dates train : {data_train.index.min()} --- {data_train.index.max()}  (n={len(data_train)})\")\n",
    "print(f\"Dates test  : {data_test.index.min()} --- {data_test.index.max()}  (n={len(data_test)})\")\n",
    "# Create a recursive multi-step forecaster (ForecasterRecursive)\n",
    "# ==============================================================================\n",
    "window_features = RollingFeatures(stats=['mean'], window_sizes=24)\n",
    "exog_features = ['Temperature', 'day_of_week', 'month']\n",
    "forecaster = ForecasterRecursive(\n",
    "                 estimator       = LGBMRegressor(random_state=123, verbose=-1),\n",
    "                 lags            = 7,\n",
    "                 window_features = window_features\n",
    "             )\n",
    "\n",
    "forecaster.fit(\n",
    "    y    = data_train['Demand'],\n",
    "    exog = data_train[exog_features],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lag_1</th>\n",
       "      <th>lag_2</th>\n",
       "      <th>lag_3</th>\n",
       "      <th>lag_4</th>\n",
       "      <th>lag_5</th>\n",
       "      <th>lag_6</th>\n",
       "      <th>lag_7</th>\n",
       "      <th>roll_mean_24</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-24</th>\n",
       "      <td>280188.298774</td>\n",
       "      <td>239810.374218</td>\n",
       "      <td>207949.859910</td>\n",
       "      <td>225035.325476</td>\n",
       "      <td>240187.677944</td>\n",
       "      <td>247722.494256</td>\n",
       "      <td>292458.685446</td>\n",
       "      <td>222658.202570</td>\n",
       "      <td>26.611458</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-25</th>\n",
       "      <td>287474.816646</td>\n",
       "      <td>280188.298774</td>\n",
       "      <td>239810.374218</td>\n",
       "      <td>207949.859910</td>\n",
       "      <td>225035.325476</td>\n",
       "      <td>240187.677944</td>\n",
       "      <td>247722.494256</td>\n",
       "      <td>231197.497184</td>\n",
       "      <td>19.759375</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-26</th>\n",
       "      <td>239083.684380</td>\n",
       "      <td>287474.816646</td>\n",
       "      <td>280188.298774</td>\n",
       "      <td>239810.374218</td>\n",
       "      <td>207949.859910</td>\n",
       "      <td>225035.325476</td>\n",
       "      <td>240187.677944</td>\n",
       "      <td>231668.556646</td>\n",
       "      <td>20.038542</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    lag_1          lag_2          lag_3          lag_4  \\\n",
       "Time                                                                     \n",
       "2012-01-24  280188.298774  239810.374218  207949.859910  225035.325476   \n",
       "2012-01-25  287474.816646  280188.298774  239810.374218  207949.859910   \n",
       "2012-01-26  239083.684380  287474.816646  280188.298774  239810.374218   \n",
       "\n",
       "                    lag_5          lag_6          lag_7   roll_mean_24  \\\n",
       "Time                                                                     \n",
       "2012-01-24  240187.677944  247722.494256  292458.685446  222658.202570   \n",
       "2012-01-25  225035.325476  240187.677944  247722.494256  231197.497184   \n",
       "2012-01-26  207949.859910  225035.325476  240187.677944  231668.556646   \n",
       "\n",
       "            Temperature  day_of_week  month  \n",
       "Time                                         \n",
       "2012-01-24    26.611458          1.0    1.0  \n",
       "2012-01-25    19.759375          2.0    1.0  \n",
       "2012-01-26    20.038542          3.0    1.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Time\n",
       "2012-01-24    287474.816646\n",
       "2012-01-25    239083.684380\n",
       "2012-01-26    214239.304588\n",
       "Freq: D, Name: y, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Training matrices used by the forecaster to fit the internal estimator\n",
    "# ==============================================================================\n",
    "X_train, y_train = forecaster.create_train_X_y(\n",
    "                       y    = data_train['Demand'],\n",
    "                       exog = data_train[exog_features],\n",
    "                   )\n",
    "\n",
    "display(X_train.head(3)) # Features\n",
    "display(y_train.head(3)) # Target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create SHAP explainer (for three base models)\n",
    "# ==============================================================================\n",
    "explainer = shap.TreeExplainer(forecaster.estimator)\n",
    "\n",
    "# Sample 50% of the data to speed up the calculation\n",
    "rng = np.random.default_rng(seed=785412)\n",
    "sample = rng.choice(X_train.index, size=int(len(X_train)*0.5), replace=False)\n",
    "X_train_sample = X_train.loc[sample, :]\n",
    "shap_values = explainer.shap_values(X_train_sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Forecasting next 30 days\n",
    "# ==============================================================================\n",
    "predictions = forecaster.predict(steps=29, exog=data_test[exog_features])\n",
    "set_dark_theme()\n",
    "fig, ax = plt.subplots(figsize=(6, 2.5))\n",
    "data_test.loc[predictions.index, 'Demand'].plot(ax=ax, label='Test')\n",
    "predictions.plot(ax=ax, label='Predictions', linestyle='--')\n",
    "ax.set_xlabel(None)\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Kg+8OWPjugBWLtbhtXTf44DoNXYMU6rmD2QIn0uCrfRZmH7aWDgKY0Fzhsc4a2gVAoRmOpMBLmy2si3bcvncwbJ6kvrz5f2UixVi55/1Cd4W3+2o5lGyl7Syz3T4FuLe9wv3tNTTxhpxC2JNo5c2tFrbGVu48QlypUtOzajoEIaqNJEdCnNP/EXALqOkohKg13u+nwdcZ5p2wcjLNSiMvhYc6KoxsrKXDz2YSctV2jbzhi4Ea1kRa+Xi3hcx8GBqm8M1gLT3qWZi2vHjxur8LhHgo/HXCSlSmFb0WBjdQ+Hm4luY+Fl7cbL/Q/dVeGl7pqbafdUht38ZPIbiMma8K8MUALdkFVtwNSqWfc7A7vNBDQ3aB48Rr+vUanuyi4ZfDFr7eZ8XbCe5rr2HDLVp6/2FmZ3ylTynEFceg15FX00EIUU0kORICwDsYGvUGrbamIxGi1nhivZnNMVCcJlhZEQEbJ+p4qKOGl/9TE5n4HGg7y8yRlOJjvztg5cehcGdbDW9utXA6Xd1+MBn6z7Efjflqr5XFY+GRTgov/4dtpKl7XXilp8KT6y18urtksuI4cQF1VCfUA344aOWxzpVPjj68XsO2WCtajYL/eYPIWgX+115h3nELt5VI+OadMHPmHh1TWmrYGX+NVzET1wR3NxcyazoIIaqJrDm6Brzw0BQidvxd02HUbkNfBHf/mo5CiFplU0zpNGRTDKQYrbT0K96WYsQuMTpnwUn16Ja+F05SIjLAVQ+GEp9PPNZZQ3wOfFaUGLnpy+/Dxxne6q3hlS0W0vMveMpS+obAzc0UHlvnOMHRa8FVr9hGzM5JzAWzxYrRVPlzCiGEqF0u28hR0wZBDOnTnvr1/PH2dOPr31ey/2ikXRsng46xg7vToWUD3FydSU7LYt22Q2zcedTWpm+XFnRt14T6df1xcTbw2NuzMOYVlDpfm2ahjLy+M8FBvhSazJyMiOOb31fZ9s94895Sx3w/dw27Dp4GoHH9Oowb0p2gAG8Meh2p6dls3HmUNVsPlvs8g+v4Mmlkb8KCA8jKzWPdtsOs2mx/L4CBPdvQr1srfL3cyc7NY8/hMyz4dwcmk7mMXq88rz1xO8MH9CKoTgB6vZ4Og6aSmJxe02E55tcQAhrVdBRCXBHc9OCuh+QKrOMJclO/JxtLj/Q464r7ui5U4Y42CltjIa9EgjGwvsKWWCuPdFJ4qYcGf1eFuGwrb2+38NXe0n2+2VtDfC7M2G/l5Z6VGzXSKOp0vB8OWDmU7LhNngm2xVqZ1lpha6zCphh1Wt3LPTWk5alrrIS4FsQmlPGfRIirwGVLjgwGPTHxKfy35zj/mzzEYZvxw3rSvFE9Zv61jpT0LFo1CWHSyD6kZ+Vy4JiaSBn0Og6fjObwyWjGDenusJ+OrRoydXRfFq7eybHwWLQahXp1fEu1mzV/PYdPRtse55ZIsgoKTazffpiYhFQKCgpp0iCIKaP6UlBYyKZdxxye19lJz6O3j+BY+Fl+W7KZ4Dq+3D7mOox5+bZjurZrzNjB3fh54QbCoxII9PNi2rjrwWpl3optFfpdXglcXZzZtucQAONHOb7etUabG8DFu6ajEOKK8FhnBSedwpxj5ScCeo068hOebnW4DufRTgrv9SseJlodaeGOFcV9ejtBgKtC73pqYYjXt1iIylILP3w5UEuh2cx3B4oTpLb+cF97hRF/W+wKQFTU/e0VGnjCoHnlP69b/zEzZ6SW324ojv10upXef5g5k1H58wpxJarj70NCTQchRDW5bMnRuYSmPI3q12HrvhOciIgDYNOuY/Tt0pKGwQG25GjNVvUNd7Owug770GgUbhnRk79Xbue/Pcdt2+OS0ku1zc3LJzPb8cef0XEpRMcVzxNJST9Fx1YNadKgbpnJUbd2TdBpNfy8YANms4W4xDRCg/wY1Kud7ZjGoUGcjkpg54HTRf1ms/PgaRqGXL7y0R1aN+aT1x6hfmg99DodKalpTP/6N35fuMbWpnGDuvz0yQs0bBBKbq6R736dz71Tx7Fo+XqeeXvGBc9xrs2EkddVODnSazQYdBX7J6nTqDNCXfR69Be5Tsjp3Lmc5X4N4uqnYD9lrTz5ZQxi9w2BV3tqmHOs7Epx53w5UENrf4URf5sxO2j6xzEru+LNBLjCyEYKddzUqnfnuBvU7/6uCrcsMTP3uNrJX8etHJymjiR9d6A40M8Hall+xsq/kZXPjHyd4Y3eGt7cZrngiFhWARxOsbI1zsqaSCtBbvBcdw0Lx2jp+6e50pXxhLgSmUxm3AyGaun73Guzk4P3AzkFpWcKCVHValVBhvCoBNo3b8CW3cdJz8qlWcO61PH3Yt7yrRXuo35df3y83LFarbz4wDi83F2Jjkvm75XbiU1Ms2s7aWQfbht9HUlpmWzceZQtJZKp84XW9aNRaB0WrdlZZptG9etwMjIes7n4k8fDp6IZ1q8Drs4GcvMKOB0dT/f2TQgLDiDibBL+Ph60aRbK9n0ny+zXx8uN1x6eUO7zXrFxL8s37iu3ja0/T3c2bt3L6unfYzTmc99tY3j/5YfZd/gkR05GAfDL5y/j5ubKfU+/S0FBIW8/dx8uzs4V6v9iNQkOIi+3cgsFfN3cLv3Euur5Ay9EbdIvVGH9LRXLjlrMNHE81X5bc19YMFrLoWS4e2X5oytPdVW4t72GlzabWX7GcbISlQlRmeq+P49ZmTFYw+rxWprPNJNnwrZ+p8Bs5a8TJUtCwJzjFt7orSXUA6Kz1FLfvepBm1kXN63trT4aUvPgiz3lJ1ZaBVaP17I+2soja4vPtTrSzOE7tDzdVcNzG2Vqnbj6ZWXlEuxRvTdL93IpfVuNMykOFjcKUcVqVXL057L/uHV0P95/5lbMZgsWq5VfF23kZGTFa6P6+3oCMHJAZ+Yt30ZKehaDe7fjyTtv5OXP5pBrVN98L1qzk+PhsRQUmmjVJITJI3vjZNCxbtthu/7ee2oy7m4uaDUKS9bt5r/dZSdQXu6uJKfZ1/7PKhqZ8vRwJTevgJ0HTuPu6szTd49CURS0Wg0bdhwpN7HJyMrlra/LL6iQY6x4UrFu637WbS1eB7Xr6ekcWtuWW8cN4YX3f6B7xxaENQjljkdfZ+WGXQCkPvchS3/9uMLnuBinzsZXauTI182N1JwcTJaLezPipNOpf3xNF7FyW4grzLEUK9OWV2xdY1y2/eMQD1h1s5aMfBgx30x2YdnH3t5a4f1+Gr7ZZ+HtbRUfxfnrhJV722voF6KwKsJKqhGMhVbS8yk1TS6xqCCCj7OaHE2/TsO841YKzNBAfQnA20n9HuoBBg3E5eBQE2+4t51ahKGee/F2Z606NbCBJ2QWQFoe9AtRaBug8MR6+785p9LhaAr0rlf56nhCXImsCiRmVc+9js69NmcYjeSbpMqJuPxqVXLUv0cbGoYG8tWvK0hJz6ZpWF0mjexNemYux8LPVqgPpei1afmGvew9cgaAn+ev572np9C5dSM27VKLO/yzfq/tmOi4FAx6HUP6tC+VHE3/YQlOTjoahdRh7JBuJKVksrOoaMPFaBZWl+H9OvL70s2ciUkk0NeLW0b0YsT1He1iKslisZKUWnVFM3283Pn8zUfo1K4lbq6uaDQatFotwXXVe/x0aNUEi8XCv5t2247Zc+gk+fnVO5xdaLFQWMEhc0PRVDpjYSEF5kssZGFMv7TjhbgCJOTCz2XcZLU8vs5qYuSkhYFzzXY3fz3fqMYKPwzVMP+klQdXV+5Di3NT6ryKkhorsC8JugapSUphie7quat/6JOKkqT6ngpTWilMaVW6AOve23TsS7TScbbjvxPBHgpajcIXA7V8MbD0/oh7dXy628Lj6yzUKRqo1jrIgfRa0En9V3GNCPDzJraap7jlm0wyjU7UiFqTHOl1WsYM6so3f6zi0Al1bdLZhFRCg/wY0qddhZOjjCz11bLkFDqT2UJyaha+3u5lHcaZmERG9u+MTqvBVGJaXErRXaBjE9LwdHdh5IDOZSZHGdm5eLrbDwN7FD3OLIpr1MAubN9/0jYCFZuQhpNBx62j+rF8w16sDt67VPW0uh+mP0Prlk347Ls/OXTiDDk5ecz69EUM+lrzz+HyOrAYmg8FV5+ajkSIWsVVD//cpCXYHfrPNXMqvey2fUPgz5EaNsZYmbLMUuadiPxdHFe6u6utgsVqZU9C8ZFzjlnoWU/L7a0VfjiobnfSwpSWCoeTrbbRoDELSyc+E1soTGyhYeo/ZmJKfMDt56LGEJWpTt07lGx1ePxbfTR4GODRtRZOp6vnPpFmtfW9MqI4zo6B0NwHuwIRQgghrky15t2wVqtBp9OWSg4sViuKUvGpClGxyRQWmgjy9+Z0lFpLRaNR8PNxJzW97CHg0Lr+5OTm2SVG51MUBV05i//DoxIYM6grGo2CpWgeSKvGIcQnpdsq4Rn0OqznPUmLbc6IgqObG1b1tLpmTcJYu2kH3/yyGFBHkjw9i+cO7ztyCo1Gw8A+nfh3ozp61KlNU5ycrtK1OekxEHcUGveq6UiEqFV+G6Ghe12FHw9aaOmr0LJE0c/sQlh0Sv17Vd8TFo/RYkWdHje+mf3f7ANJVg4WVf59sYeG3sEKK85Yicq04usCNzXV0K2uwud7im8WCzDjgJW721n5apCGZr5q+6mtNDTwhBsXFP+tPhdHSR0C1RiWn7HaFUl4qKOG13ppuH6OmQ3R6j5Hxz/WuXTfexJgVYSFaW00eBpgVaSVum4KD3dUMJrg092y3khcG9Iysi/cSIgr1GVLjpwMOgJ8i6uC+Xt7EhLkR44xj7SMHPLyCzl+JpabhnansNBESno2zRrWpUeHpnYFGTzdXfB0dyXAT51YHlzHl7z8QlIzssk15pOXX8jGnUe5cUBnUjOySc3IZkjv9gDsPhQOQLvm9fFwd+FMdCKFJjMtGwczvF8H/v3vgO0813drRWpGNvFFVe6ahtVlcO92rNt2qLhN99Z0bBnGJ7OWAbDjwClG9u/MbWOvY+Wm/QQH+jCgZxu7+A8cj2JQr7ZExaVwJjqRQD9PRg3swoHjkaWSpnOqelpdYlIKvbt1oH+vjmC18OqTd9kloNv3HiMiMprpLz/E8+98Q0FhIW89ex8mk6nMGM/XqH4QDULq0rxJfQD6dG1LWkY2x05HEZdQCxdUrnoXbp0JHgE1HYkQtca5BOOuthruamu/LyLDyqJT6ohLQy8Fb2e17deDSn+A9NoWCweT1cRhWbiVxt5wZxuFAFeFPBMcSIJpy82lpv3lmWDAXDMf9NNwZxsFN73CvkS4Yb6FVRE1M0ozeqGFp7pYmdhCw7CGCgVm2HTWysubLZxIu/DxQlwNdFqZQyquXgqBnS/LK0yzsLo8edeNpbZv2XOcnxdsANTEZ+zgbrRsEoKbixOp6dls2nWU1VuKb7w6sn9nbhzQuVQ/s+avZ+veE4A6UjR2cDd6dGiKXqfjTEwic5dvJa5oql3rJiGMGdKNQF9PQCEpNYMNO46yefdR28hV/+6t6du1Jf4+HrbkZNOuo2zaVdxmZP/O9OzYjBc//sMWR8mbwGbn5rFu+2FWbioufqDRKIy4riPd2zfF29ON7Jw8DhyPZOHqnQ5vZlsVXnhoCvfeNo6wbjcB0LZFGN9Nf47gunXIy89n3qJ/GdSvG+GRMUx68E3gXCnvF2nYIIRco5EZP8/nwbsm8OvcZbz68awLnnPGe09y47DrS23/8oc/eefL3y75ORm0WoK9vTmbnn7Ra47cDAYCPTxIzMpS5zVf/yh0uhm0+kuOTwghhLha1bMmEvvhqGrpu9RrsxCX2WVLjsSVrXnjUNb9/TVPvvoJfyxaW9PhVE9ypHOCO/8EL8f30BJCCCGEJEfi6lZr1hyJ2mXiqP54erixbfcRwkKDePnxO8jKyubv5RtrOrTqY8qHLT/CgMfBqQrunySEEEJchWrl9HghqogkR8Ihg17HI3dN4KXHPSg0mYiMOsu0x96moMDEU/dN4JF7Jjk8LjMrmzb9p17maKvQoaXQZSIENKnpSIQQQohaKcDPm8SaDkKIaiLT6kSl+Xp7EBYS5HBffkEhh09EVHsM1TKt7py6beCmj8Cp7NLvQgghxLWqnpJM7Iejq6VvmVYnapqMHIlKS03PKrcs+hUv7hAsfgGcPWs6kiuSTqPB182N1JwcTBYpbVzbyPWpveTa1G5yfYp16VyPxTUdhBDVRJIjIRyJ2l3TEVyxNFotbt7epKenw0WO6onqI9en9pJrU7vJ9Sm2JVk+PBRXLylUL4QQQgghKuyRaWNqOgQhqo0kR0IIIYQQQgiBTKsTQgghrkgBFg0Gq1LTYVwzDGgIKlTArKHgGplVl6FYyNaUrtu1dO32GohGiMtDkiMhhBDiCuNmUTiWWo88ru3CAJeTgoI2RcFsdcLKtVHoNxcrbfziyD8vB3c2GGomICEuA0mOhBBCiCuMBijQQr1CeRkX1ScPCy/lePGye4bd9kF9OrJxx8EaikqI6iVrjoQQQogrkKuLc02HIK5yzmiYludGoEXeLoprh/xrF0IIIYQQDoVYdHyT6Wu3bfqMeTUUjRDVT8bjhRBCiCuQMa+Aq/JuM+vegOvbON5XaALDBPtt7s7w8ngY3wvq+UJyJmw9Abd9BsaC4nadGsHrE6FLY/WY8AT4YTV8tQLKuqlrozpw+DNwNkCXp2H36fJjf/UWeO2Wsvf3fgG2HFN//ukhmDagdJtjMdDykfLPc5n1LnSifaGe/fpCACaPGcCM35bVcFRCVA9JjoQQQogrkFajgauxIMPbf6tJS0luzjDjfli13367pytseBNC/OC7f+FUHAR4Qd+W4KQvTo46NYIt78LJOHh/AeQWwPCO8Pnd0DgIHpvpOJZP7gRTJUrTzd+mxnC+d6aoCdnOU/bb8wrg7q/tt2XkVvx8l0kdq5Yfs/zo4hMPCgTX8avpkISoNpIcCSGEEFcgg0Gnvrm+0qx7AyIS4Y4vHe9fvb/0tin91O+/bbTf/u6t0CAAOj2l9nnOBwvs2903RP3e7yVIy1Z//m4VrH8TpvV3nBwN6QBDO8AHC9WRqYo4GKl+lRTip379sFod+SrJZC79nGqpxmYt4/NdmeecS3RcUk2HI0S1qVRyNKxfBzq2DCMowJuCQjPh0QnMX7WdhOQMh+0fnjqMNs3q8/XvK9l/NNJhG4Dbx15Hr07N7bYdPhnN57OXlw5Yq+G5+8YQWtefN7/6m5j4lMo8hQqZ+fHzDBvQq8z9ubm5jJj8GCciHHw6dIV66bHbmTJ2MINvebRafqdCCCHERZvcF7KNsGhH8TYvV7ijP3z+j5oY6XWgAAWm0sd7uqqJZHqO/fa4NGher3R7nRY+uxM+Wwqn4y8t9kl9QaMpOwnSaMDNCbKMl3aeauZt1fJutheLnHKZs2RDTYcjRLWpVHLULKwu63ccIeJsElqNwphB3Xj09hG89vk8Cs77NGRgz7aVugvAoRNR/Lyg+D+bqYxh7HFDu5OelUto3cpEXjlPvP4Fb336k+3x5sXfs3TFGt77+k8AzBYLMXHJ1RdAFXJ2MpCXf3k/WTQYdBQ4enESQghRZbKyc/G8FiaA+HvC4PYw5z/IzS/e3qcluDip09jmPQ1juoFGUdcbPfgd7I8obrv+EEzso07N+3hx8bS6cd3h6dmlz/nYSPBxh7f+gnE9Li3+Kf0gKgk2Him9z9UJMn9Vpw2mZsEfm+HZXyAn79LOWU2CLVpezPFCeXI0r3zs4PcmxFWgUtXqPp+9nK17TxCXmEZMfCqz5q/Hz9uDBvX87dqFBPkxuHdbZi+o+CcLJrOFzGyj7SvXwVSB1k1DadUkhL9XbKtM2JWWnpFNeFS87QsgNzfP9tjN1ZWVv39E5M75hG+bx9o5n9C1bVPb8av+/IQN8z7hq7cf58z2vwjfNo9v330UTw9Xfv3iZSJ3zuf4pj949bFbURT1zmo9u7Qhdt8Snn3gFvasnEn07oXsX/0Tt47pbxdbn+7t+G/RN0TtWsCpLXNYMusdmjQIsu0/sPYXFnz/On98/SoRO+azft4nAHzy2kMcXv8rUbsWcGLzH8z95hWC/L0BmDBqIA9MuxkvLy92rJhF7L4l/Dj9CULqBRK7bwmP3zna1r+nhxux+5bw2mO32sX9zP8msHP5D0TvWcQLD0xEURRefWIaRzf8RvTuhRxaN5t3nrkDg/4aeCEXQojLwM3VpaZDuDxu6a2OCp0/8tK06FPSd2+FUD+47XN48HtoXAfWvg5BPsVtv18NX/wDt18PR7+AyBnw5T3wyI/w+XmFBep4q9PoXv7j0kdzWoVC+zA16TlfXJo6Ze+OL2HiR7B4Jzw4HFa8DNraWUzYGQ135rnhmn0FTucUooIu6Z2qi7N6h+QcY/EnOXq9lrvGD+CPpf+RmV3xPyrNwuoy/dmp5Oblczw8lkWrd9r16+HmwtTRffnm91WlRqnK8vDUYTRpUPYQU2pGFq9/8VeFYwQ1OVg48z2OHDvBHY++QUGhiVeeuJPvP3qeIRMfIzE1E4CwsAbEJaYw5YFXGNa/J3dOHkXrFk05fPQk4+95nrsmjWLapDH8u3EnW/Yct/U/beIovpv9N9v3HeeFR27n1afvY9+RUxw6EU2DkCB+/eI11m/exjNvfomrizNvPXcfsz55gSFTnia36PfVqUNbNv63g4n3v2ArwJNfUMjbn/zI4RORtGzWkDeeuYev3n6Um+9/ncUrN9GtQwtGDurFHY+9SUJyOmmZOZV64Z12y43MmD2fDdsPkJmVw3MPTmHSmMF8O+svNmw/QK+u7Xj2odsoKCjgtU9/c9iHXqPBoKvYP0mdRn3hcNHr0Wu1FY6zJKeiczlV8JyiYqri2ojqI9en9qrMtXGzKFhyr4BiDDqtOv2tJL1OLZbg52G/PTUbrA7mnEzuC4kZ8O95a5Hci16jrFYY+FrxaMveM7DtPXhwmJrggFqN7nQ8rNwH87aqU+wm9YUv7ob4dPvpeu9PLa5kd6nKWisF8MJ5r4Vz/oMTcWrxhpt7qo9roRCLjqbfbcXNYKiW/st7bc4pkKRMVL+LfleoKDBhRE9ORcYTm5hm2z5heC/CoxLYf6zsNUbnO3wqhr1HI0hOyyTA15Mxg7rx8G3Def+7RViL/lBOG3cdG3ceJTI2GT9v9wr1+8vCjejLGakwmyv/wvLA7WPJycnh9sffIyNLrShz+6Nvs3vVLMYM6cl3f64EIDMzk4de+ozktCy27T3G1PEj0Gng0de+Ir/AxJno77lxaD/6dW9vlxyt27iVT36YD8CtD73BvjWz+d/U0Tz48pe8+MhtREdHc/fTH2Iqij0j61Pmz3yXHu2bsnbbIQCSkpL43wufkp1bPCz/3DszbD/vPxpOoL8v908dRd0AH2IT00jPzMZqtRIdm2Rbc1SZ5GjFms18NlNdAGvQ67jvtrF89/NcPi3atvfwadq3asqIQX1468s/HU6bbBIcRF7JKRMV4OvmVqn2jni5XCOfvl5mVXFtRPWR61N7VeTauJuhIKGQWn+7wt4t1KIHjrZP6mu/Lew+iDxvoX/DOtCrhTrqc/5r9rlKdEt22U9D234CwuPV4855diw8OhKaPljcdt4WdYTpq3tg6S61/+7NYOp1arLlKFGrrMl9HRdpKMsnS+DNiTCofa1NjjI1Fv7VFRDo4XHhxpfA0WvzmRRZEy2q30UnR5NG9qFeoC/Tf1hs29auRQOaN6rH21//Xam+dh0svm9AbEIaZ+NTefuJSTRvWJdj4bH079EaZycDyzfuq1S/6VlVXw6zQ+umBAT4c3Bd6dGPxmEhtp/T0tNJTssCwGKxkJ2TS1xCEvlFa3GSUtIBCCya2nbO1l2HbT+nZ2YTG5dEWNECq5bNwggLrUf4dvvfr0ajoXmT+rbkKDY+0S4xArh13BAevOMmAvx90Ov1aBQFk8mEr5e7XXJ7sXbuP2r7Oax+PQwGA/ffMZH775hoF2dGRgb+Ph7EJ6WX6uPU2fhKjRz5urmRmpODqaz7U1yAk06Hl4sLGUYj+SZZI1VVquLaiOoj16f2qsy1MVoUrMoV8MHO/ggY9Jr9to+mQXwaTF9kvz0+vfTxk4sSKEcjL7Gp6vcEB8clZoJPiSTzgWGw9mDptTyLd6rlusMC1ZGlD6bCpqNwJkGtggfqmieAuj4Q6g/RFVxz3LuF2u9zv1SsPagjWinZ4FuxD4FrQrjWTOYNbUhc7mCqYBWQ12ZR0y4qOZp4Q2/aNq/Phz8sIT2zuPJLi4b1CPDx5JMXptm1v3/iYE5GxvPxzKUV6j85LYusHCMBvl4cC4+lRaNgGoUG8tWrd9m1e+H+sew4cIpZ89c77Kc6ptW5uToTHx/P/c99hMVi/6nS2fjiT7ws533CZcVxkQmNUvFP/VycnThx8hRPvzWj1L7wqFjbz3l59qMvnds1572XHmTTlp28+/ks4pJSGda/J3dPHoVWV/b5reeeX9G6KACdzvFUj+zs4kTUzcUZgG9/+pMVG/bYtSsoLCSpaOrh+QotFgorOGRuKJpyYiwspMBciXtQOJBvMslQfRWqymsjqp5cn9qrMtdGY1Fwc3WGzFr+tys9B9YcsN+Wlq2utzl/uyOT+6oFF7afKL3v3A1Zgx3cc6eeDxw7W/y4jrfjdTznZpece22rH6AmNBGlX2dZ8oL6fHymXjhuUKfUWSzw+6aKtQf1Xkj+HpDk+HWypiUoZqa5J3NT45Bqf92U12ZRUyqdHE28oTcdWoXx8Y9LSEnPstu3YtM+Nu8+Zrft1YfHM3f5Vg4ci6rwObw93XBzcSaj6A33n8v+Y9Hqnbb9Xh6uPDbtBr6fu4YzMYlldVMt0+r2HjpJ89EDycrK5viZ2AsfUEk9Orfml4XrAPDycKNeUAB79x8E4MiJCNq1aEhkTBwp6dkV7rNXl7YYjUZenv4DpyLVAhP3TB5t1ya/oBBFUdBoihOhlDS1RHvdEjd7a9O88QXPdyI8mkKTibDQuuw5dLLCcQohhBA2HRqqBQ3emOt4/4lY2HcGRndV1y+lFL0nGdxeTXK++Me+7eD26ohMatHrp0YDE3pBZm5xue57v1EryJU0oC08cgM8Ocs+4fJ0VUeT4tLUPkrSaWF8L9h81PFIk5Me9FrIPm8k6+Xxalwr9pb7q6kpW/T57NcXEjNzwYUbC3GFqlRyNGlkb7q1a8LXv68ir6AQz6LFkMa8AgpNZlulufOlZmTbJVKvPzKBBf/uYN/RCJwMOkb278yew2fIzM4lwNeTcUO6k5SawZGT0QCkZeSQRvEIVX5BIQBJqZl2I1fnq45pdV/Nms/EMYOZ+ckLfPbDXI6Hn6VF41BuuqE/b33yIweOVzwJdGRAvx48eudZduw/wfMPT8VkKmTGb0sAePeLX1jx+yf8/tUrfDHzb87Gp9C2ZWOG9e/G829/Q2Ss46H+4+FRuLi48MDtY/hl/mqGXd+dgf262rU5HXEWV1dXhl3flRXrd5OemUVmtpETpyMZ2r8P67YeQFE0vPLEnRd8Djm5RmbP/YdbbxrKhy8ZmbdsA04GA9f16ICXhwtPORj5EkIIUTnGvAI8azqI6lReMYNzHv8J/n0VNr8NM1aBlxs8cSMcPwvfrCxu994C+O0x2P4+fPevul5pUh/o0gRe/E29GSuULvoA4F00PW/D4eLRKoCx3WHWwzDtC/h5nf0xQzuo0/F+K2PUKMgb9n6kVrE7FlN0TEe4oTMs32NfIKKWiNGYuN9Tnco4ekgvZs5deYEjhLgyVSo5ur57awCeuutGu+2z5q9n614HQ95lCArwtlW6s1isBNfxpUeHZrg6G0jPyuXoqRgWrdllKzpQmyQkpTJ88uN8/uZjvP/yI2i1WnJycjh6Ipzk80bSLsbsOUuZNmkUTz3oQ1paOm989B0HiopbHD0Zwc13v8AHL/2Pr957FkVRyMzMYvf+w+VWBly1fgdzF61m9IiB3HTjECKiYvjht0Xcf9s4W5ul//7HreOG8Pyjd/PaMw+w/N913PX0x9z7zPvM+uQFZkx/gcysLH78bSFPP3THBZ/Hyx98T2ZWNreNH87EcSMoKCggMSmFP+aXvrGvEEKIytNqFKjUHQWvIIqi3pdo92l11Kcs6w/BsDfhzUlqlbfcAli4A56Zbb++6PeNkJwJz4+Dp0eroz7Hz8J938J3q6o+/in9oKBQLfrgSHqOWgRicDu1vLhWA6fi4flf4cNFVVMMogrlYWG2cw6JGvV9WVhInRqOSIjqoxDYuXb9D7xG9ezShr9/eJf7nnidJWt31XQ4tZ5BqyXY25uz6ekXvW7CzWAg0MODxKwsmddchari2ojqI9en9qrMtfGwKMQUNMaztq85EleFcE0hrfziyC+aef/gbaP4avbi8g+6SPLaLGpaLa8BKoQQQgghakq6YuZF9wxbYgQwc+6KmgtIiGomyZEQQghxBcqqxI3WhbhY4VozfzrZr+F+/oGJZbQW4sp30fc5ElVr665D1Otw44UbCiGEEIC7ixPkyH1gRPVJVMzc7Z4CyoXbCnG1kORICCGEuMIYFStnG/qw/RIrpIqK0ygKTjo9+aZCLLWsYEJ12aLPZ6+hsNT2dVsdVPUT4iohyZEQQghxhTEp8EE/X35O3F3ToVwzpJhJMUmOxNVM1hwJIYQQV6Bla7fXdAhCCHHVkeRICCGEuAI9Mm1MTYcghBBXHUmOhBBCCCGEEAJZcySEEEJckZY6mlbnWRdu+ggpL+aAokD4Flj/eU1HIoSoxSQ5EkIIIa5AzgZD6Y3DXgD/Rpc/mCuEwZxLQU0HIYSo1WRanRBCCHEFGtSno/2GkA4Q0LRGYrlSBPn71HQIQohaTpIjIYQQ4oqnwOBnwdW7pgMRQogrmkyrE0IIIa5A02fMK37Qfgx4BJbbvm8IPNVFQ8dAhQBXSM+HfYlW3txqYUtscbsGnhBxb9lvD74/YOHeVRYAugTB7a019A9VCPOCFCNsi7Py0mYLJ9Psj+saBNPaaOgepNAuAPRaBeVDU2WfNgBeTnDiLi2Brgo3Lzbz94nim7KWF1PMqYyLOp8Q4tohyZEQQghxBZo8ZgAzflsGehfofhs4uZXbvpmPgsUK3+63EJ8DPs5waysNGydquWG+hZURaoKRZIRbl5W+yemwhgq3ttKwKqI4EXm2m4be9RTmnbByIMlKkBs81FHDnqlaevxu5nBy8fEjGmm4u63CgSQIz4Dmvhf/3N/orcG1jHcw5cU05Hs3tl78aYUQ1wBJjoQQQogrUHAdP/WHfg+Ce8AF2/940MqPB612277eZyb8Hi2PdVZsyVFuIfx21Frq+GltFDLyrSw5Xbzv410WJsdDoaW43ZxjZg5O0/JcNw1T/yne8c0+C+/vgDwTfDFQQ3Pfi6uo19of/tde4Y2tFt7soy21v7yYnr4+kHFvXNRphRDXCFlzVEFvP3MXZ7b/VdNh2Onfsz17V80kevdC9qycWdPhlLJ7xQ/M/Pi5mg5DCCGuStFxSeAZBM2uA+3FfdZpNEFSLng7lZ+oBLlB/1CF+Set5JcYVNoaa5+EAJxKh8PJ0PK85CcxV02MLtVn/TUsOGVl01nH+8uLqYmf/tIDEEJc1a6IkSNvD1fGDe1O66ahGPQ6klIz+Xn+eiJjky988FXs1SfvJDvHyJQHHyUtI6umwxFCCHEZzVmyAYa/W6FRo5I8DGDQgr8L3NZKQ9sAhbe3Wco9ZmILBa1G4bcj5bc7p44bHE4uPfp0qW5uptCrnkLLn8yEeVVu5KmOGxw+a6zymIQQV5danxy5Oht4+p7RnDgTyxezl5OVk0egnyc5xvyaDq3G+fl6s2bTLo6cjKzpUIQQQlxmN9/7EDPzm1f6uLk3ahjWUJ04km+y8u0+C29uLT/pmdJSQ2y2lbVRF054prRUCPFQeOW/iiVSFeWsgw+v1/DJbiuRmRDmVfFjz8X08enCKo1JCHH1qfXJ0dC+HUjLyObnBRts21LSq3+U5I2npjFp7DCcnJw4dvIMJ05F2O3v1bkV775wP6HBddHqdKSkpPLWp7OYv3wTAD9/8hzt27agw6BptmM0GoUDa35m7eZdPPJy+Xfo1uu0fPveE1zXqwtOTk6kpKbz7hc/M2fxOvy83Tm4/g8AJowewoTRQ5izcCWPv/Zlmf1t/PtzImISuO3RtwFY8MObdO/SgYHjH+LoyUgCfD3ZvepnHnjuA5au3opep+WLNx+hf99uuLq4kJqWzpc/zuP7P5bZ+hzUpyOvP303ocH1KCw0cfjYKe55+gMSktMcxvDwHWN48n+3Mf3r2Xw1a2Hp56zRYNBV7J+kTqO+sLvo9ei1peecV4RT0bmcKnhOUTFVcW1E9ZHrU3tV6tooCkutvXHy8L5gv/nn1VZ4bqOFj3ZZCfVQq7oZtKDTlG53TlMf6BKk8PEuCxdKjZr7wleDNGw5a+Xnw1U7cvRcNw16DbyzvXJJV8mYft+bjpujm+dWgPzfuTzKe23OKZBb+IrqV+vfFbZr0YAjp2K495ZBNA2rS3pWDhu2H2Hz7mNlHtOkQRAPTx1ebr+/Ld7EjgOnHO6bNLo/d00Zx6/zlvHXsvVMGTOQMTcMxGot/kPv7enO6o07WfPfHgpNJh65YxyfvvkEew+d4kx0HF//vJD5P31Ary5t2LLrEABjhvbGx9ubz3/8+4LP+9PXH2Rgvx5M/+oXdh84xqN3j+fDVx/jwNFwjp2Kos+oe1j2y4ds3rGfd7/4hZS08hPGfYdP0K9XF9vjZo0bkJeXx6jBvTh6MpLh/bujKAprNu8BYMb7T9C1Y1te+/AHjpyIYNzwPrzy1D3ExCWxfP0OGobU4bsPX2DV+q08/srn+Hh78PpTd/PX92/Rd+yDpc7/ymNTuWvKWJ5/+2t+X7jaYYxNgoPIy63ciKCvW/nVmSrCy8XlkvsQpVXFtRHVR65P7VWRa9Otazv+fC64Qv21mGnieGrx4/1JQFGa8+sRM3tu0zJruIbxix0nHVNaqknBb0fLT0rquMKycVoy8uHmxWYsVZgbNfCEp7sqPLjGQk4lBn/Ojyk9PYd6Hh6XFIv837k8HL02n0lJqYFIxLWm1idHAT4eXNe1Jau3HGT5xr2EBQdwyw29MJnNbNt30uExkWeTeOvr8hOQzOyy5x3fM2UUR0+c5tl3ZgCwc/9x2rdpRlj9EFubf9bt4J91O2yPb3vsXY6s/5XJYwbx9he/sH3fMaJjzvK/28bYkqPbbh5GeEQ0pyLKWEVaxKDXMWxAH+YsWsVXPy8EYMfDb7Fv1U+88NCtTH30bcKj4rFYrGTnGAmPii+3P4DVG3dx041D8PP1ItDXA09PT1as2Uzvbu3h6z+4vlcHYmLjMeblE+jvxaDrejH1odfYsG0/APuPnKZ7x9bcf9sYlq/fwSuP305kTBz3P/ex7RwZmdnM/2k6TRuFcjI82rb901cfYMwNA3nguQ9YtmZbmTGeOhtfqZEjXzc3UnNyMFkubuqGk06Hl4sLGUYj+aYqWCUsgKq5NqL6yPWpvSpzbXYcPMpTXy0lOfR6tZR3OeKyy95XaIHFp6w8113BWee4YMLklgrHUqzsSSi7H08DLL9Ji7cT9P3TTFxOuSFV2hu9NZzNhvXRVhp4qtuCXNXvAS5q8hSVid3IlqOYDAokZl3c7BP5v3N5yGuzqGm1PjlSFIXI2CQWrt4JQHRcCvUCfbmua6syk6NCk5mk1MyLPmedAD9WrNtut+3wsXC75KiOvzefvv4w7Vs3x9XVBY1Gg1arpX5I8U345i9bz//uGI+TQY+bixPt27Rg+te/XvD8YSGBuLi4sGbTHts2i8XKqTNRhNWvd1HP6d/NeygoKODGgT3x83EnNj6Rf9Zu4YOXHwWgTYsm7Nh7FICu7Zqj0+n45cvX7PrQaDTExiUC0CgshMYNGxC1a0Gpc7Vt0dCWHPXt3hFnZ2duffAVW6JVlkKLhcIKDpkbiqY0GAsLKTCXMRekgvJNJhmqr0JVeW1E1ZPrU3tV5tqcORuPZ3Y4H60PgXptLum8LjrQKAoehtLJUbcgaOqj8PLmsuNx0sKSsVqa+cKguWaOVsOH+/U9FZr6KJy5p/Tblm8Gq7837y9MZOSXH1NQgC9RF/n3Xv7vXF7y2ixqSq1PjjKyc4lLTLfbFpeURsfWDcs85lKn1VXEzI+eo1FYKJ9+9wdHTkaSk5vHL1+8jF5fXCb0218Xc/+0m7l9/FB8vdxRFIWZf/5z0ee8FMa8AmJi4xnQpzNuLgb2HDjGqo17+ESvo2fn1gTVCeTfjbMB8PJQpwzc/8x7xCem2vWTnauOuDk5GTh45AQvvvddqXOdOBNj+zk6Np76IXW5Z8qNF0yOhBBCVJwCsOJtuOVLcPO7YPsAV7Vsd0leTnBTM4WoTGupfQCTi6bU/e7gvkcAGgXm3KihZz0YvdDCtrhKPokyNPdV77cUXTTI89JmM/4u9tXp2vjDW320vL/DwtZYq226XXXFJIS4NtT65Oh0VAJ1/O1L0tTx9ya1nKIMlzqtLiEphfatm9hta928kd3jRmEhLFv9HzN+WwpAcB1f3N3dS51j195DTB47BCeDji0795OXf+FPQSJiEjEajQzs24lVG9URM41GoUnD+uw77Hi0rCL2HzpB356d0GoUfl3wAzm5ecTExvHiI1PRaDSs2rgLgC27j2A2mwkLrcs/a7c77Cs8Ioa2rZqx/+hpzOaypxdERMfx+oc/MvPTl5j92Yu2ghBCCCEuzWczF0B6FkTvgeYDQSn/1oXLx2mJybayPc5KYq46GnNHa4V67nDL0tJ/xzUK3NJCYWuslfAMx31+dL2G0U00LD5lwddZrQpXUsmbydb3hKmt1P1d6qjfX+yhfo/MhF+PFLc9dqeO9dFW+s9RR2j+OwucVw4iPV89dme8lUWniveVF5NTjkLtuyugEKI2qfXJ0eotB3n2ntEM79eBXYfCCQsJoG+XFvy6aFOZx1zqtLoff1vMB689znvP38tfy9YzacxAGoaF2hVkSE5NZ2DfLvTr0Q6DXserj9/psK/vflvMrM9fA+CZt7+t0PkLCk2sWLOZW0YPITI6nj0Hj/PIXTfj4+PDu19eeFpeWVZv2sXYkYOwWCysXK8mXfsPnWD0iIG29UYAETEJbNq6k6f+NwVXZwP/btpNHX9vBvfrQmxCCp98/xfvf/U7C376gCWz3ueT7+eQkppO+1ZNGD20L+PueRlLifnYG7Yf4K4n3uLHj19i5sfPcecT7130cxBCCKEaPaQXM+euhNUfQnB78Agst/3MQxYmttDweGcFbydIy4dtsVYmL7Ow2cFS2EENFILcFN7eVvYUsg6BauIxqomGUU1K7//taPE8vYZeCm/1sa/ydu7x+mgrvx6pmqlq5ccUwsyHq+Q0QoirVK1PjiLPJvHN76sYO6QbN1zfieT0LOb+s/WSpsRdyG+L1tGqeUMmjBnK5JuGc+J0BEtXbeCGwf1sbZ587Qu+eOcJfv3ydfLy8vnlr38YM6xfqb5Wb95LYlIyWq2WTdsPVDiGx17/GhdnZ564fzLOzs4kp6Tx1OufcvQS7mn07+Y9FBYWkpCUQq4xryi+XYwdOZg9B+yr/936yDt89PL/uHPyKB67bwoFBQXExCbw/ldqcrb/aDhTH36Vt565l+8/fB6NRkNWVjY79x2xS4zOWb/1APc99Q7fffQiP0x/hruf/uCin4cQQggIC6mj/mDMgH0LoMc00DuV2f7rfVa+3lfxBGRVhBXlw/IXxJ8b2amIDdEX7u+cirQrq7/yYqpvkTl2QojyKQR2rvpbWAsbJ4OOA2t/4c+Fq3j1w59qOpyrhkGrJdjbm7Pp6Re9MNbNYCDQw4PErCxZ9FmFquLaiOoj16f2quy1efC2UXw1e7H6QKODO/8En5DyD7rG1bfEEfXR2Is6Vv7vXB7y2ixqWvkTlMVFUxSoHxzIBy/ch7OTE59+P6+mQxJCCHEVmTl3RfEDiwnWfwF5Fz+l/FoQHZdU0yEIIWq5Wj+t7krl6+XOtmU/kpeXx/tf/kxaRvGNJny83Ni/puy1Q3c8/hZrNu2u1Pl+mP4UQ/r3drjvVHgUAyY8Wqn+hBBC1G7PPzCRVz6eXbzh1AZIuw3qtq65oGq5oAAfZGKdEKI8khxVk5T0bOp1uNHhvoysXMZMe6bMY4+djqr0+V77aBZf/7yojPNV8d34hBBC1E4r3oabPgGLTPsqRVEI9MiV5EgIUS5JjmqAxWJlz6GLL8ntSEx8MjHxyVXapxBCiNpr3VYH945LDocZoy9/MFeIDjcPRu64J4Qoj6w5EkIIIa5ADpMjUa5lZdy7TwghzpHkSAghhBDXhEemjanpEIQQtZwkR0IIIYQQQgiBrDkSQgghxDViqaNpdVoD9LkPDC7lHmtSFJKdDJjyC8BaC28Rue1nyEqo6SiEuOJJciSEEEKIa4KzwVB6Y6+7oPME0OrLPdYCZFVPWFXCL+c0KVv+rukwhLjiybQ6IYQQQlwTBvXpaL/BzRdaD79gYnQlGNCzfU2HIMRVQZIjIYQQQlybBj8LHoE1HYUQohaRaXVCCCHE1aB+F2g1FILbq2/4c1IgajdsnqH+fD6NDrpOUUdOvOpCfg7EH4VV70F2kuNz9JgGfe+HpNMwa0rxdp0TtB0JTfqBf2N1/U5aDBxYBPsXgtVy4fibD4ImfaBua/AJhag9MOeB0u30LtBtitouqBW4eME/b8LhZRc8xfQZ84ofBDaDem0vHNcVYuueozUdghBXBRk5EkIIIa4G1z0IoZ3g5AZY8zEc+xeaD4TbZ6vTx0rSaOGmj9Vk58w2+Hc67PgVCo3g5O64f/cA6H47FOSW3ucdDAOfBBTY9Qes/wIy4mDwMzDsxYrF32EcNOkLmQlgzCi7nYs39LobfMMg6VTF+i4yecyA4gfDXiz9e7mC+Xl71nQIQlwVZORICCGEuBqs+wxi9gMlKqmd2QaTvoWO49URpHO6TILQjvD7fRB/pGL9X/8IxB0CRauO1pSUkwI/TYGUM8Xb9i9UE5C2N8LWnyA9pvz+/3kNspLU+Kf9Vna7nGT4egTkpEKdFnDbrIrFDwTX8VN/aDEIvIIrfNyVoFmjYOS2wEJcOhk5ugZMGDWQMzv+ZmDPNjUdihBCiOoSsw+7xOjcNmMG+IWV2KhApwnqCFP8ETXZ0TmV33dIB2jeH9Z+6ni/McM+MTrn5Ab1u935y5CVWDp+R8yFamJ0EaLjktTiC33/B85ljJAJIa5pVTZyNKxfBzq2DCMowJuCQjPh0QnMX7WdhOTioXGdTsv4YT3o0rYxOq2WI6di+H3JZrJyjHZ99ezYjEG92lLHzwtjfiF7Dofzx9L/AKjj78WUG/tSN9AbFycD6Vm57DxwiiXrdmOxqH9U6wb6MGpAF+rX88ffx4O5/2xhzdZDdudQFIUbB3Sme/smeLq7kpGVy5a9x/ln/d5yn2ezsLqMH96TuoE+pGVk88+GvWzde8K2f2T/ztw4oLPdMfFJ6bz6+Vzb4yfuHEnzhvXs2mzYcYTfl2y+0K/5ihBSL5Ad//zocN+/a9Zz+5MfXeaIhBDiGqV3Ub+M6cXb/Buqa5KSTsGQ56D1CNAZ1MdrPoboPfZ9KBp1ytyBxZB8unLndysaqSl5/ho0Z8kG6HmnOkXwKvPXsk01HYIQV4UqS46ahdVl/Y4jRJxNQqtRGDOoG4/ePoLXPp9HQaEJgAnDe9K2WX2++3M1xvwCJt3Qm/snDWb6D4tt/Qzq1ZZBvdvx98ptnIlOxMmgx8/Hw7bfbLawbd8JouKSyTUWEFLXj6mj+6IoCgtX7wTAoNeRnJbJ7sPhTBje02G8w/q257qurfhp/jriEtNoEBzA7WOvw5hXwLpthx0e4+ftwUNTh7Fx51F+/GstLRoFM3V0PzKycjlyqni6wNmEVD6dVbww1GwpvRB1086jLF67y/b43O/oahAbn0y34Xdi0Gtt224ZPZj7bxvL4lVbajAyIYS4xnSeqCY+x1YXb/MJLd6Xlwmr3lcf97gdbv4Ufr3Tfi1Ph7HgGQRzH67cuTU66HwLpJ+FuNpRLOD+e6fyQe4N6u/kKjO8fzf+OfZvTYchxBWvypKjz2cvt3s8a/56Pnr+NhrU8+dkZDzOTnp6d2rOj3+t5fiZWLXNgvW88egtNAwJ5ExMIq7OBkYP7MpXv63gWHisra+zCcXD58lpWSSnFd+GLTUjmx1hdWnSIMi2LfJsEpFn1Uo7Ywd3cxhvo/p12HcsgkMnogFISc+ma9smNAwJZB2Ok6PrurUkOS2Lv1ZsA9QRoSYNghjUq61dcmSxWMjMNjrs45yCQtMF21SXBiFBfPX247Ro1hCDXk96RgZ/LV7F+9/MJb9ATdIC/X2Y+fHztGvVlPz8fFau2UTf3t2JiYrkhjteLrd/i8VCTJx9paMRA3sSGxvLum0HyzxOr9Fg0FXsn6ROo84IddHr0Wu1F2jtmFPRuZwqeE5RMVVxbUT1ketTe5W8NjqtruL33jEXoDjaXK89eb3uQntiLc7xB6HoBqiFLh4UABhccfnjbjTZiQBY4vdjvP0PtD1uw3nlWwBYnT3J7X0vhh2z0ZtzwWDAqFGwKgqujm6oWkL+gKcw+TfCadEz6PRaoOL/3nIVBUWj4HKBc5j1evIAg06L/gJtAf7I7XbVlu7OysrBrQK/g9quvNfmnIKCyx2OuAZV27tCF2f1P2iOMR+ABvUC0Om0HD191tYmITmDlPQsGoXW4UxMIi2bhKAo4O3pxmuPjMfZoOd0dAJ/Ld9GWmaOw/ME+HrSqmko+444mOtcjvCoBPp0aUmgnxeJKRmEBPnSpEEd5i3fVuYxjULrcKxE/ABHTkYzYUQvu22Bfl68//QUCk3q9MIF/+4gLcM+/m7tm9C9fVMysnM5cDySZev3UFhoLvPck2/sQ/f2Tct9To++9VO5+89xc3Vm36HjfDFzLonJGdwyehB3Tx1PUnIa3/ymJrnff/gcjerX5e1Pvufo6bO88vgd+Hh5cIHltA61bdmYxmGh/PrnfFIzssts1yQ4iLzc/Er17evmdhER2fNycbnkPkRpVXFtRPWR61N7+bq5YQxqS/yI9yrUPvjv+zBk2P91LvAKIe6GtzGkR1J329doPIpnYOToNSQCzolHCVKMYNtnJC7hCKbgdgQWbUvu+T90BdnUC1+FUrQtTqvFrNXY2jiS3mYcOW1H4b17Nj4ph0uco2JitBq0Wm255wDId3UlFvB0dsGjAueI0gRdsM2V6tixyAv+vq4kjl6bz6Q4KEkvRBWrluRIUWDCiJ6ciownNjENAE8PFwpNZox59ll/ZrYRLw/1P4C/jweKojC8X0fm/LMFY14Bowd14bFpN/DGV39hNhdPT3vmnlHUr+uPXq9j43lT1CpixaZ9ODsZeP2RCVitVhRFYdGanew4UHZZUE93FzLPWx+VmW3ExdmAXqel0GTmTEwis+avJyE5Ay8PV0b278TTd4/i9S/+Ir+gEICdB06Rkp5NelYOIXX8GDekG0H+3nz7R9nD4UvW7uLf/w5U6jmW5ciJCF6aPtP2eO/hU1zXsyPDB/Tgm9+W0yQshK4dWjHzl7nM+O0fAO5+6n22LPnuos43bcIIMjOzmLN0Q7ntTp2Nr9TIka+bG6k5OZgcTFusCCedDi8XFzKMRvJNV8+0xppWFddGVB+5PrVXyWtTcPYYhlXvVOi4tMQolILiD+As7oHkDXkD8rPRzn+K5Fz7N5TmZDWRKsxKIjEry25fYVYyZt9GJGZlYfEOwdh8GIaNX5BgcQLUog0FaLGiIR43lIIclPzz+mg5jIKud6A7sJDCzT+QWNlfBGAyWzCbzaXiO5/ZRS0rnplnxHiBtgD+UatJaDIG9BcoQHEFMinWC/6+rgTy2ixqWrUkR5NG9qFeoK/dWqKK0CgKOp2WP5f9Zxth+mHuWqY/eyvNG9azm7r2/Zw1ODvpCQny46ah3Rncuz2rNle8iGXnNo3p1r4JP/61ltjEVEKD/JkwoifpmTls23eyUnGXdPhktO3nswmpnIlJ5N0nJ9OlTSP+23McgE27jtnaxCakkZGVyxN3jsTfx8NuymBJWTl5ZOXkXXRcJbm6OPPOc/cysG8XPNzd0GjUT+gK83PR67U0DgvGbLGwbU9xedeI6Diycxzc2+ICnJ0MjB7al+PHT7DvaES5bQstFgorOGRuKJoOZCwspMBc9ohbReSbTDJUX4Wq8tqIqifXp/ayuzZ58ZBesddQu79ezp4w5kPQ6OHPhzCmx5U+IPYYmAsxu/qV/tvn6gu5aep2J2/QaCm4/jG4/rFS3RjvnAu7/oR1nxZvbNIXBj0DJ9ZjWvk+popUn3PEasVqsV74b3Oh+qFjgclMQQX+jj/VLI3XM5PAJ+Ti4qrFBvXrxLydC2s6jCojr82iplR5cjTxht60bV6fD39YQnqJqXCZWUb0Oi0uzga70SNPdxcystTRmIws9c13XFK6bX92bh7ZuXn4etmX3Dw3zS4uKR2NRuHWUf34978DWK0V+0N809DurNy4j10H1co7sQlp+Hm7M7xfxzKTo8xsI55u9sO8nu4uGPMKKDQ5fpNhzCsgITmdAL+yb852Jkb9XC3Qz6vM5Kgqp9W98/x9jBjQgzkLVrB+2wHSM3P4/O0n0Gg06Kp4DcINg3rj5GRg3rJ1diN/QgghqpjeGW76RK3ENucBSI923K4wF8K3QOPe4NsAUiPV7b5hENxWvT8RqJXpFjxT+vg+94HBFdZ+ohZbOCekA4x8E6L3wbJXKbMst0YL3iGQn63eH+ky0mKB9Z/D8JfURFIIIc5TpcnRxBt606FVGB//uISUdPs3+ZGxSZhMZlo0CmZv0fqgOv5e+Hl7EB6dAMCpKPV7kL+XLbFydXHC3dW5VH8lKYqCVqtBUaCCuREGvQ7LeY0tViuKo1WtRcKjE2jTrL7dtpZNQmzxO+Jk0BHg68m2/WWPRoXWVUudnksOHanKaXXdOrQiKiqaVz7+GatVHUmq4+9LfLz6CePpiLNoNRq6d2zJ0nW7AQgLrYu7m2ulz3XXpBtISEhg1cY9F24shBDi4t3wOtRrrZbc9muofp1TkAunNhY/3vQNNOgCt3wJu4tuNdF5AhgzYdvP6mNjhv0x53SeqH4vuc8zCMZOV38+sQ6aD7Q/JulUcQU890C4aw4cWgbL3yxuE9IBQjqqP7v6qCXIe9yhPo7ZW3QfpyIdbwYnD3D3Vx836VNcaGHPXChwvE75s5kLID0L0qKhbmuHba5UO/cfr+kQhLgqVFlyNGlkb7q1a8LXv68ir6AQT3d1hOXcqEpefiH/7TnO+OE9yDHmkZdfyMQbenE6Kt42cpKYksG+oxFMGNGLXxdtIi+/gLGDuxGfnG6rcNetXRPMFgtnE1Ixmcw0CA5gzOBu7Dp02nafI61WQ90AH/UJajV4e7oREuRHfkEhSamZABw4FsmI6zqSmpFNXGIaoXX9GdSrLVv2FP9xGTO4K96ebsz6ez0AG3Yc5frurRk3pDv/7TlGi0bBdG7diC9/XWE75qah3TlwPIrU9Cy8PNy4cUBnLFYrOw+oI1T+Ph50a9+EQyeiycnNIzjIjwnDe3LiTKxdVb7zVeW0ujPRsXRq05TbbxrMiYhYnnnwVnQl1vqciohh574j3DRqKNFxKRw9HcPLj9+JyVS5CRJhoXVp17oZi5eutK09E0IIUU0Cm6nf241Sv0rKiLNPZlIi4I8H4LoHoecd6ieLUbtg/ZeQbV9ttEK86oFzUTGAwU+X3v/fD/blwR2p3wV6322/re99xceXTI66TgGvusWPm/VXvwCOrCgzORo9pBcz566E5W+pieG5+zBdBdxcpbiQEFWhypKj67urn8A8ddeNdttnzV9vu0nq3OVbsVqt3D9xMDpd8U1gS/rp73WMH96Th6YOw2q1cjIijs9/Xm5LfCwWC0P7tKeOvxegkJqRxfrth1m9pbhEtLeHKy8/eJPt8ZA+7RnSpz3Hz8Ty8cylAPy5bAujB3Zh8o198HBzISMrl007j7J0ffEIh5e7q910vpT0LL78ZQXjR/RkQM82pGfm8MuijXZroXy83Ll7/ADcXJ3JzjFyKiqB92YsJDtXTWzMZgstGwUzsGdbnPQ6UjNz2HP4DP9suHwjK8++/Q2zPnmBN557gIKCAjZv3cWJ05G4Omlsbe556j1mfvw8Lz91H3l5eaxYs4nQkCAKK3E/pltvGkqe0cgfi9ZWx9MQQghR0ndjK9c+8TjMe6Ty55nzQOlt0Xtgeo+KHZ8Z57jtlh/Ur4qo7HMtEhZSR/0h5QxE74XmA9Sb3F4FWjWtX8aNSIQQlaEQ2PkiV0uKa0ndQD92r5rFvAVLefT1GTUdDgatlmBvb86mp1/0onI3g4FADw8Ss7Jk0WcVqoprI6qPXJ/aS65N9XvwtlF8Nbuo0IWLF9z+y1Vz36PxllXM++iVmg7jkslrs6hpcvdL4VDvru3o3bkF67fuw9PTgxcfnUZOTg5/L3cw/1wIIYS4AsycWzwNHmMG7F8EPaaCzrnmgqoiC1ZuqekQhLgqSHIkHNLptEy6aTgP3T0Jk8lEXHwiz77xGRt3HGXsiOv49PVHURxUr8jJyeX2h18t935RQgghRE14/oGJvPLx7OIN23+G1sOvitLeA3t3YOWhFRduKIQolyRHwqENW/fScfAdDvetWr+DUbc/jVZTep62yWzm+OkyyscKIYQQtYnFBBu+hKEvQDnVas/RKEqpSre1gkaPl7sUZBCiKkhyJCotJ9fI/iOnazoMIYQQolLWbXVws/iT69Vqfjp9ucfqNBoC3D1Iys7CZKl99+0z9LryR7+EqA0kORJCCCHENcFhcgRq5b4L0Gi1OHt7o0lPh1pYMGPF2qiaDkGIq8LVUb9SCCGEEOIa9si0MTUdghBXBUmOhBBCCCGEEAKZVieEEEIIccVbunZ76Y06J/BvfPmDqQyrBRKO1XQUQthIciSEEEIIcYVzNhhKbxz5JoR2gNpYYe8cRaHO+tdIOCj3aRK1gyRHQgghhBBXuEF9OrJxx8HiDYHNoV4bcPasuaAqwpjJqMG9+F6SI1FLyJojIYQQQoirzbAXwc23pqMQ4oojI0dCCCGEqN3qd4FWQyG4PXgEQk4KRO2GzTPUn8/ROUHbkdCkn7rWxuACaTFwYBHsX6iubzmfdzD0vhcadAWDK2QnwbE1sPlbh6FYNVq47VfwbwjrP4edv5cfe2gnmPh12fs3fQvbZqk/t74BRrzsuN3XIyAntcxups+YV/yg5RDwrld+XLXI6v/21nQIQthIciSEEEKI2u26B9XpYcfXQlq0+sa/43ho3Bt+nlqcNHgHw8AnIXIX7PoDCnIgrAcMfgbqtoblb9r3G9gUbvlaTYh2/QHGDPCsAx51ygzF0uFmtU1FpUTAstdKb281DBr2gAgHhRQ2z1BvTFtSXna5p5k8ZgAzflsGWgP0uR+c3CseYw2r4+fNmZoOQogikhwJIYQQonZb9xnE7AdKFBY4sw0mfasmSZtnqNtyUuCnKZBS4q32/oXqFLO2N8LWnyA9pmiHAiNehdRImPMgmPIvGIbZ2Qtzjztgxy/Q576KxZ6bCkdWlN7e6y5IjYL4o6X3hW+tdAW34Dp+6g897wR3/0odW9PatmjItn9qOgohVLLmSFSL28cNJHbfElo3b1jToQghhLjSxezDLjE6t82YAX5hxduMGfaJ0TknN6jfS7YN6w4BTWDLj2pipHMCpfy3RaldpqGkRTlOdiojqBX4hMLRlWW30bteMJ6SouOS1DVGbUaAzkHlOiFEhcjIUSU1bRDEkD7tqV/PH29PN77+fSX7j0ba9ms0CmMGdaVNs/r4+3hgzCvgaPhZFqzaQUZWbg1GXn22L/ma6PhUbr7npZoORQghxLVC76J+GdMv3NataFSlZNuwrup3cwFM/QmCWoKpQE2kVk+HvEy7LixBLcluMhDdnP9hutTK2K2Gqt+PlJEcTfwKDG5qPBHbYd3nkB5dbpdzlmyAwa+qa7KuMD/8sbymQxDCRkaOKslg0BMTn8IfS/9zvF+vI7SuP8vW7+Htb+bz7R//EuTnzYNThl7mSIUQQoirWOeJ6gjJsdXlt9PooPMtkH4W4kpMYfMOVb/f+LY6tW7R8+p0uWb9YdyHpbox938ctzOb0MQdvrS4FQ20GASxh0tM8StiyoODS2H1h7DgGdjxq1qMYsp3F0x6Jt97H9Rre2mx1ZCJo/rXdAhC2MjIUSUdPhnN4ZNlf3qTl1/IZz/bT5z9Y9l/vHD/WHy83EjLyKmWuH6c/gTX9+nJL3MXM3HscFxdXdi17wjTHnubN5+axojB/dDpdPyzZgsPv/QpFotasadj68Z8+MqDNG7YAI1Gw/FTEdz/7HROR8ba9Tvzt/ncOmEkri4uHD8Vya0Pv0FichrLfn6H0NBQQkNDid23BICb7n7eFteg3h2Z/dmLBPj7kZySxgMvfMS23Zf4wiKEEOIKpoBWX7Gm5gLH20M6qGt2jq1Wq9aVZ9BT4N8I/nocrObi7QYX9Xv80eKCCSfWQWGeWgCiQVeI3Klub3MDVv/G+M7/gISKRV62Bl3UkaxtP5fed3yN+nXOqY3qyNGkb6DHNPj3gzK7XaQZcMWW7nZ3c67pEISwkeToMnBxMmCxWDHmlfFHHhjerwPD+nUst5/XvphbbnJlcDLQu3sn7nnqXTq1acxj993KP79OJz4xlakPvc6IAV25Y/I4Vm/exYJ/NuLt4cr3059BozNw/zPv4+yk46XHpvHXD+/QdfhdmExmW7/9+3bnf898QL06Prz61L18+MpD3PbIm9zxxAcsm/0eCSmZPPLSx1gscDY+mWb11Uo+d04ezVuf/kRSShrvPn8f309/jg6Db8dsLl1OVa/RYNBV7J+kTqMOerro9ei12godcz6nonM5VfCcomKq4tqI6iPXp/a6Vq6NObgDeTd/XqG2LrNvRZMWZbfN4lMf45j30aSE47x2Ooqh7PU1BZ0mUth+DPotP2A4uxtKtM2zFGIGDCfXoi+x3XJ6HcbrHkQf2gFD3H6sBleM/R7AsPdPdDnJuOj1aPV6jIBBq7M7tiLyW4/AZDHhGr6h3Nhtko5ijD+CNawbrmW0N9VtQ2KhC1yJS40U2H/oFG5Fz6281+acgrLfRwlRVeRdYTXT6bSMG9KNnQdPkZdfWGa7DTuPsutQeLl9XWjNklaj4e6n3icyJp7NOw9x8w39CQ0NZcikJ8k15nHkZASjhl7H4L5dWfDPRm6+oS/16tVj1O1Ps2u/WhWnsKCAb6a/yPD+PVjy73+2fu968j0iY+IBuGFgT7p1bAdAYko6FouFvPwCwqPiS8X04bd/MG/pegB+mbuMl566n4ah9TgVEVOqbZPgIPJyL1wtqCRfN7dKtXfEy8XlkvsQpVXFtRHVR65P7XW1XxtTYSrGjZ9UqK2bko/Gw6P4WDd/Ym+Yjs5kpO6aN9A568DZw+GxWU0GkdPnfjyOLsP/2ALwsG+XXJBJFuBDHq4l9lm0JiIBFw8//Dw8SOt4K3k6A/4x2yh0D8TDHcxu/hgBF08/POo2RpebimIxXfD5WLQGopr0wyV2P3W0plIxlSUxLw2jbwMCy2hvMcYTk58DhiunfPc5GkUhOiqx1HNz9Np8JiWl1DYhqpokR9VIo1G495ZBKIrC70s2l9s215hPrrFyicH58gsKbAmM1WolKzuHpJRUco15AGRmG8nPzyfAzxuAVk0bYDab2XPwhK2P/UfDycnJoW3LRrbkqGS/AEkpabi7V+zF+8DR07afo+MSAfDz9XKYHJ06G1+pkSNfNzdSc3IwWRzc1K8CnHQ6vFxcyDAayTdd+EVNVExVXBtRfeT61F7XzLXJyoLEqAu3A4wlfrY6e2Ic/AZWjQ6XeQ+Rev56nRJMjfqQ3+dhtKc2Yl71AYnnV7oDCmMOQfNhpGncyM7Ksm23eNZVz52ZSGJWFvlO3licPDg7rvRNYTPa30JG+1tw/u1OtMmnLvh8TE0HYDW4Yj68nMQS57wQo2sA1ty0co7JolvOZrYahoHTlZVcW6xWOrRvysYFuwB5bRY1T5KjanIuMfL1dueTmUvLHTWCqplWZzlvqpoVbFPjSlIUpdzzXKhfrOonPRVhKvmHzaq+OGk0jo8ttFgorOCQuaFoyomxsJACc+nnWBn5JpMM1Vehqrw2ourJ9am95NqUQ+8MN74Pbv4w5wGMieXMtAjpAMNegeh9mJe8TK65jNff42vhuocpaDmMgn2LsJUKbzkcgMLTW9XXpJ1/wvF19smrsxcMfV4tnnBqI3nJkVBQABoteIdAfrZ6z6XzNR0ABUYKjq6hoNDB646Ld+nqew17Qp0WsHtOua9VwwIS2Joap5Ynv5JYISQ4oNRzk9dmUVMkOaoG5xKjQD8vPp65lJwKjAhVxbS6yjpyMhKtVkunts1s0+rat2yEm5ub3YjPhZhMZrRX8fx4IYQQNeyG16FeaziwGPwaql/nFOSqhQsAPINg7HT15xProPlA+36STqlfADmpsG2WejPX8Z/CyY0Q2ATajVZLbJ+7OWvicUg8jkarxc3bm/T0dHArqhyXEl58bgD3QLhrDhxaBsvftD+3syc06llU9MGIQ1O+h4Tj6g1g87OhTnNocyNkxjsu4FDC5zMXgOteGPsBuPqU27a22bDtQE2HIISNJEeV5GTQEeDrZXvs7+1JSJAfOcY80jJy0GgU7ps4mPr1/Pnq1xVoNAqe7uq82RxjvsNCBFA10+oq669lm7jvtnF898EzPP/uN7gY9Lz02DRS0jJYsW57hftJTk2jaeNGtG/ZiOTUDBJS0qsvaCGEENeewGbq93aj1K+SMuKKExSvesVrkAY/Xbqf/34oTo4Atv4EeVnQaTwMeEwd7dk6C7b+WNXPAJoPUKv0HV1Vdptjq6FRL/UGtXpnyE6GA4vUG9Xmppbb/eghvZg5d6WaXDXsUcXBVy9PD9eaDkEIG0mOKqlBvQCevOtG2+MJI3oCsGXPcX5esAEfTzc6tAwD4OUHb7Y79qMfl3AiIu6yxXoh6Vm53Pv0B3z4yoPM+OB5NBqFE6cjuO+Z1xxOxyvLh9/8yUevP8ri2R+h1+vsSnkLIYQQl+y7sRVrF70HplcyMdj7l/pVGZlxjs9T1naA/QvVr/JsnqF+XYSwELVKLCvfgSk/gkfARfVTEzq2bsKuMu6HK8TlphDY+VLv8yzEZWfQagn29uZsevpFz813MxgI9PAgMStL5jVXoaq4NqL6yPWpveTa1G61/fo8eNsovpq9WH0w4HHoMK7i95OqScZM7jGs4vuP1RvvymuzqGmamg5ACCGEEEJcmplzVxQ/2PSNOiXvCjFr3r81HYIQNpIcCSGEEEJc4Z5/YGLxg8I8dT1VftkVbmuTMUN71XQIQthIciSEEEIIcbU5uASyEmo6igvTaPD2vLLuzSSublKQQQghhBDiCrdu6/7ztlhhycvQaUKNxFNhVjPZPsdrOgohbCQ5EkIIIYS4wpVOjoDk07Dq3csfTCX96+tZ0yEIYSPT6oQQQgghRI15ZNqYmg5BCBtJjoQQQgghhBACSY6EEEIIIUQNWrp2e02HIISNrDkSQgghhBA2BzLq4VZYtX3qgUfc01jobCy1z9lgqNqTCXEJJDkSQgghhBA2nlYNDSxVP7now2xvljkZKVTstw/q05GNOw5W+fmEuBgyrU4IIYQQQth4uLlWS7/BFi0v5EhlOlG7SXIkhBBCCCGqnTMa7s5zx/+8UanpM+bVUERClCbJkRBCCCGEsMnJzau2vutZtHyV5WO3bfKYAVV6jiCzhnezvVibFkhmUgjWxPpcV+DksO3zOZ5sTa1DYlIwxsRQTqTU5ZMs71IJXHOTjvezvdmbGkRmUgixycEsTQ+gc2Hp9VKvZnthTaxf6suYGHrB2F2sCg/kurMyLYDY5GAyk0LYkxrE/bnuaKzlHzs5zxVrYn2ykkIueB5RNllzJIQQQgghbHQ6DeRbqqVvDQrXFTjTulDPYb1a9SG4jl+VnqO5Wc9zuV6c0BZyUFtIL5PjxAigs8nAPl0BfzrnkqVYaGnSc0+eOzcUuNDBN55cRc1I7ja6c1eeO3875fK1SxZeFg335bmzLa0Ow7wTWWPIL9X3/R6pZCvFv0dzBWJvZNbxRbYPa/R5fOySSabGytACZ77J9qWHycA0z1SHx7lZFD7I9rY7n7g4khxdAyaMGsh7L/6P5177iLnLt9Z0OEIIIYSoxZwMBsipvtGjOlYtP2X50s0nARSIjkuq1PHr0gKJ0Jq4o4xEYbeuAF//GNI0Fm7Kc6FXZkCZfd3slVxq21Z9Pn9nBnBjvgtznHMB+MM5h9fcMsgpMXwz0yWHoyl1eS3HizWGxFL9/OWUS4qmcslKvMZMW994juiKywV+55LNj5m+3JnnzpuumZzWmUod91KuJ1mKlXV6I2MKXCp1TmGvypKjYf060LFlGEEB3hQUmgmPTmD+qu0kJGcUn0ynZfywHnRp2xidVsuRUzH8vmQzWTlqWUc3FyfuGj+A4Dq+uLk6k5VjZP/RSBau3kFefvE/km7tmjCkb3vq+HphzC/g0Ilo/l65jRxjcdbu4mxgzKCudGzVEFcXJ1LTs5j7z1YOnYwGYGT/ztw4oLPdc4hPSufVz+eW+zwH9mxDv26t8PVyJzs3jz2Hz7Dg3x2YTMWfB3h7uDJuaHdaNw3FoNeRlJrJz/PXExmr/ge8fex19OrU3K7fwyej+Xz28sr8ymstb0933nr2Hq7r2REvTw8KCgo4FR7Be1/8wvrth2o6PCGEEELUsCYmPWPynVnonMecJRuqtO9sjRW4wBy0ckRo1eTD21o8tW6PvnRt81SNhU2GfK4vY8qeAnhYFLIUq/qgAlI0FocJ1QInI3fmudPSrC+VHDUx6Xg815OxXklMyK+eYhrXkipLjpqF1WX9jiNEnE1Cq1EYM6gbj94+gtc+n0dBoXoRJwzvSdtm9fnuz9UY8wuYdENv7p80mOk/LAbAarWy72gEi1bvJCsnj0A/TyaN7IOba19+nLcWgMb163DHTdczd/lWDhyLwtvTlSmj+jJ1TD++/eNfALRaDY/dPoKsnDxm/Pkv6Zk5+Hp7YMyzH/I8m5DKp7OW2R6bLeVn913bNWbs4G78vHAD4VEJBPp5MW3c9WC1Mm/FNgBcnQ08fc9oTpyJ5YvZy23Po2TiBnDoRBQ/Lyj+Y1AyubrS1QnwpUFwHf5csIIN2w7g6eHGm8/ez4evPswdj73NwRNRNR2iEEIIIcqQlpmNbzVPLvJBw4fZPixziuOpe2/mlY9nV+v5ymUFP6sGnRWamvW8l+ONCSvr9RcePQuyaEkuY3QoPKUeHlYN2YqFhQYjT3qkkVjJkaTi86iJWrKm9PvFT7N9WGfIY7lTniRHVaDK/uWfP+oxa/56Pnr+NhrU8+dkZDzOTnp6d2rOj3+t5fiZWLXNgvW88egtNAwJ5ExMIrl5BWzcedTWR2pGNut3HGZIn/a2bY1C65CSns26bYcBSEnPYtPOowztW9ymd6fmuLk68/73i7BYrEXtskvFbLFYyMwufTOysjQODeJ0VAI7D5y29bnz4GkahgTa2gzt24G0jGy7xCclPatUXyZz5c5dlRqEBPHZG4/SpkVjDAY9GRmZLF6xjve+/pOsomH0QH8fvvvgGTq1a0F+fj7rNm2jW5eOJMbHMvruVzHmFZTZ//HTUdw47Tm7bRqtjq/ffZrObRpJciSEEELUYl4erpBe9ut8Valn0fJsLSjtXceiIT6luIhBtMbEZM8UjjuYvlZSnwInehYaeMs10257msbCFy5ZbNXnk4+VvoVOPGj0oJvJQBefeLIuVFnhPHorPJbrQbjGxE6d/XUZke/MkAJn2vvGVapPUbZq+1jAxVmt3nFuxKRBvQB0Oi1HT5+1tUlIziAlPYtGoXU4E1N6rqaXhysdWzXkZETxBQ+PTmDMoK60aRrKoZPReLi50Kl1Qw6diLa1adeiAeHRCUwe2Yf2LRuQlZPHzgOnWLFpP1Zr8T/IQD8v3n96CoUmdRrggn93kJaRU+ZzOh0dT/f2TQgLDiDibBL+Ph60aRbK9n0n7c595FQM994yiKZhdUnPymHD9iNs3n3Mrq9mYXWZ/uxUcvPyOR4ey6LVO0uNLpU0vF8HhvXrWOZ+gNe+mFtu/Oe4uTqz9+Axvv91AXGJadw8sj9TbxlNTk4273z9FwDfvPc0zRqF8Om3s9l9KJwXHp2Gr7cnifGxF+zfEU93NwoKC2xTKB3RazQYdBX7J6nTqJ+guOj16LXai4rJqehcThU8p6iYqrg2ovrI9am95NrUbtfS9bEYL8+ifhc03J/nweSFm3AzqO8bz39t1lnBy6LOScspVKe26VFwsir4nVdRLlWxYK3g9DW74zQWBnkn4GxV6GgyMC7fFfcLdBRg0fB7ph9nNCY+OC85+tzV/kPx+c5GdugL+D3TnweMHrzvZt/+Qr7M8qW12cAIr0TMJcLSW+GTbB++dcnm6AUSOVFx1fKuUFFgwoienIqMJzYxDQBPDxcKTeZSIw6Z2Ua8POwXjt01fgAdWoRhMOjYfyyS2Qs32vadjkrgx7/Wcs8tA9HrdGi1GvYfi+T3pZttbQJ8PPFr6M72A6f44pcVBPp6MunGPmi1Gpau2wPAmZhEZs1fT0JyBl4erozs34mn7x7F61/8RX5B6XmlADsPnMbd1Zmn7x6FoihotRo27DjC8o37Spzbg+u6tmT1loMs37iXsOAAbrmhFyazmW1FSdThUzHsPRpBclomAb6ejBnUjYdvG8773y2yS95K2rDzKLsOhZf7e8/Iyi13/zlHTkTw+okI2+M9h07St0dHruvZiY9+WEhovSB6dmnL3wuX8vEPCwCIPPsBW5Z8V6H+z+fr7ckzD04hKiqKLXtPlNmuSXAQebllJ4gO+3Zzu6iYSvJykYWL1aEqro2oPnJ9ai+5NrXbtXB98hIKuFx3e1E0CqmpmQR6eNhtP/fa3D1Hwx9nS79O98aJSfn21yLM7yyR2sovUyhUsFWbW+aUxxpDHlvSgkjUmFnmVHpqnatVYWl6AB5WDX18EuyKNJTlD+dcPso2M6jAuVLJ0VM5Htyb585LbuksPy+Wx3M98LdoeNUto4yjxcWoluRo0sg+1Av0ta0lqqx5y7eydN1u6vh7M3ZwV8YP68EfS/8DoG6AN7eM6MWydXs4fCoGLw9XbhranSmj+vJLURKlKJCVk8evizZhtVqJik3G29ONIX3a25KjwyeLR5rOJqRyJiaRd5+cTJc2jfhvz3GHcTULq8vwfh35felmzsQkEujrxS0jejHi+o78s35v0bkVImOTWLh6JwDRcSnUC/Tluq6tbMnRroOnbX3GJqRxNj6Vt5+YRPOGdTkW7nhkJteYT245I0uV4erizOtP3cXQ67vh6eGORqNBq9Vy+nQevl7uNA4Lxmw2s2t/8WhXRHQcWdkXHpU6n7ubC3O/ewuLqYCXP/ieuKJk2ZFTZ+MrNXLk6+ZGak4OpgusFSuLk06Hl4sLGUYj+Sb5xKWqVMW1EdVHrk/tJdemdruWro+Vy/OhYbZi4WO3LDpd34W//9kElH5t3mRRGOmvzjrJM6kfXn+U7UO8xsz080Zs4h2sx7kYW/UFxGpMTMlzK5Uc6a0wP8OfdiYDQ70TOaxz/IG6I9EaE77WiiedtxvdeD/Hm29csnj7vITK06LwUq4XX7tk42lV8DSro5nuVg2KFRqYteQqVpIuco3TtazKk6OJN/SmbfP6fPjDEtIzi99MZ2YZ0eu0uDgb7EaPPN1dyMiyn2qVmW0kM9tIQnIGObl5PHPPaJat30NmtpFh/TpyOiqBVf8dANTEJr+gkGfuGc2i1TvJzDaSkZWL2WKxG4WJS0rHy8MVrVaD2Vz6H4oxr4CE5HQC/Mqe+zpqYBe27z/Jf7vV5Ck2IQ0ng45bR/Vj+Ya9WK2QkZ1LXGK63XFxSWl0bN2wzH6T07LIyjES4OtVZnJUldPqXn/qbkYN7c3i5Wv5d9MeUtOz+Pj1x2xJUlVxc3Vh/o/v4uflxpOvfmL7vZWl0GKhsKBic5wNRXEaCwspMF/aH8N8k4mcCp5XXFhVXhtR9eT61F5ybWq3a+n6eLi7Qlr1lfI+J1pj5hNDBq81Ci71OnzutTkHOKsp+nC46H6raYqFOI3Z4b2FqoqzVcHrvERGscLsTD8GFjgzwTOZjZU5vxXCzDr26iv2fmNUvgs/ZPky38nIg+6lP1j2sWrwsGp4NteTZ3NLv3eNSAlmoSGXsd6lS5WL8lVpcjTxht50aBXGxz8uKVWEIDI2CZPJTItGwew9cgaAOv5e+Hl7EB6dUGafGkWdXKnXqX+UDHodlvM+sTmXBClFbU9HJdC1XRMUBc7lR3X8vEjPzHGYGAE4GXQE+Hqybf9Jh/vPnfv8aW/nCj6oNRqtnI5KoI6/l12bOv7epDooynCOt6cbbi7OZGSXPS2uKqfVde/cmrMxMbzzxe+kZebg6uJM3UB/EhLUtV2nI86i1Wrp1K65rbBEWGhdPNwrPpXA3c2FBT++S4CfJ8+8/hlrt0kJbyGEEEKokhUzD7mnYlHgs5kLaiQGV6uCFTAq9u/txuW54GvVsuu84gdfZPswMd+Nez1SWOBc9hpqf4umVAW7/xndCbRqWWGwTzqbm3TkKlaiS0wH7FvgxJ8ZfmzU5zPFM9nhOqpEjYUxXqXvD/VIrgc9Cw1M8kohropG0q41VZYcTRrZm27tmvD176vIKyjE010dkjXmFVBoMpOXX8h/e44zfngPcox55OUXMvGGXpyOircVY2jTNBRPdxciziaRX1BI3UAfbhrag1OR8bZqcweORzJ1dD/6dW3JkaJpdROG9+RMdKItOdiw4wjXd2/NLSN6sXbbYQL9PBl+XQfWFlW4A7hpaHcOHI8iNT0LLw83bhzQGYvVaqtEBzDtputJz8xh4b87i84dxaBebYmKS+FMdCKBfp6MGtiFA8cjbUnT6i0Hefae0Qzv14Fdh8IJCwmgb5cW/LqoaLjYoGNk/87sOXyGzOxcAnw9GTekO0mpGRwpMdXvfFU5rS484izdOjTn1rED2X34NE/dPwW9vnjE6FREDFt3HWTQ9X15PCaRXYfCeeGR2zEVTT0ra13UOe5uLiyc+R71gvz4+OvZnIpKoFH9IAASUzLILqcogxBCCCFqVq4xD99qPschXSFrndT3NaOH9GLm3JVV2v+LRVXwWpv0AEzNc6NPoXo/onNT1JqadKxOD2SOcy7HtIVYgC4mA7fmuXFGY+KzEoUVHs314EGjB1t0+eQqVqbk2ZfMXuBkJLcoyYpMrscc51wO6grJw0qfQicm5ruyV1fADBf76snHUuuxXp9Hfx/1vXB9s5bFGQFYUW8iO/680twHdIUc1BViVKwscir9fmpMvgvdTAaH+0TFVFlydH331gA8ddeNdttnzV/P1qJF+HOXb8VqtXL/xMHodMU3gT2nwGSiT5cWjB/eE51OS1pGNnuPRLBi0z5bm617T+Bs0NO/R2vGD+upVns7E8v8ldttbdIyc/h89j+MH96TVx68ifSsXNZuPcSKTfttbXy83Ll7/ADcXJ3JzjFyKiqB92YsJDu3OKP39XLHailOBP7ZsAewMnpgF7w93cjOyePA8Ujb+iKAyLNJfPP7KsYO6cYN13ciuejmszsOnALUkabgOr706NAMV2cD6Vm5HD0Vw6I1uzCVMapV1V764Dt++PBZnn74DgoKCti2cy/HTkbg7lL8z+F/z03nu+nP8vgD08jPy2Pdxq00CK2LxWK5YJxtWzamVfNGALzx/MO8UWLfdz/9xmuf/VkdT0sIIYQQVUCj0QDV954kTjFzl0eq7XFYSJ0qP8dbOd52j+/Kc7f9fC45itGa+dsplwEFztxucUNvVYjUmviyaI1PaonRnw5FSVYvkxO9Mkvf9LVkMYjfnHPpVWjgpnxXnIv6/MA1k7ddM0uNUp2voVlnu/ns19mlU9TXXDM46C4FGKqTQmDni7+FsLhm1A30Y/eqWaxcvZY7nvqkpsPBoNUS7O3N2fT0i5777WYwEOjhQWJWlqw5qkJVcW1E9ZHrU3vJtandrqXrk1LYDN9qWnNkxspM52zu9SxeR/PgbaP4arZaxEtem0VNkxu8CId6d21H9w5N2bL7CG6uLrzwyO1kZ+eweOV/NR2aEEIIIa5QZzVmnnRPt9s2c+6KmglGCAckORIO6XRaptx0A4/ddysmk4n4hETe+OhbFq3ZydgR1/HJa4+i0ZReIZiTk8sTL0+3u/eTEEIIIa4c6ZnZ+FbDW8QcLHzsmkXWefcFev6Bibzy8ewqP58QF0OSI+HQhq176TzsTof7Vq3fwajbnkTn4J5EJrOZUxFnqzs8IYQQQlQTT3dXyKj6KW3RWjNfuJRdvVeI2kCSI1FpOblGDhw7U9NhCCGEEKIaZPu6kHgRN34vj84K9xeV7j7fuq37S28UooZIciSEEEIIIWxeGx7Ez38dvGznk+RI1CaaCzcRQgghhBDXimVrt1+4kRBXKUmOhBBCCCGEzSPTxtR0CELUGEmOhBBCCCGEEAJZcySEEEIIIUpY6mhanaKBYS+Aq1/VnOTAYji5rmr6EqIKSXIkhBBCCCFsnA2G0hs7jYdmA8HgUiXncNUUkCvJkaiFZFqdEEIIIYSwGdSno/0Ggxt0mVRliRFAo/r1qqwvIaqSJEdCCCGEEKJs/R8F94CajkKIy0Km1QkhhBDi2uHmB51vgbqtIaiFOiry5wMQvad027Bu0HwQ1G1NgV8Y0TnJaL4f57hf7xDo9wA06AJaAyQch80zHPeLAh3GQvsx4FMfTPmQeBLWfQpJp8qOPbQTTPy67P2bvoVts9SfQzpA1ykQ2AxcvSE/GxJPwNaf4OyBsvsAps+YV+J5BUOjXqDRlntMZUXFJlRpf0JUFUmOhBBCCHHt8G0A3W+D1ChIOg3B7cpu23IoNB+oJhU5yWW38wiEKd+D1QI7foNCI7QdCeM/h7kPQcw++/bDX1L7PvwP7PkL9M5Qpzm4+pYfe0oELHut9PZWw6BhD4goUUjBp74az/4FkJMCzh5qu4nfwN9PQsS2Mk8zecwAZvy2TH0w9EVw9y8/rovg6uJMZpX3KsSlk+RICCGEENeO+GPwxRDIy4Rm/ctPjjZ+AyvfAYsZ5aaPIKCJ43bdbwMnD/hpMqRFqdsOLIK75kD/x+CXacVtmw+ENjfAwmfh5IbKxZ6bCkdWlN7e6y412Ys/Wrzt4GL1q6S9f8O986HLLeUmR8F1iirS1e8CAY0rF2MF+ft4EV8tPQtxaWTN0TVgwqiBhG//iwnDe9Z0KEIIIUTNKsxVE6OKyEkGi/nC7UI6QOLx4sQI1KlypzapU/e8Q4u3d5kEsYeLEiNFHTW6FEGtwCcUjq68cFtTPuSmqYlcOaLjktTS3YOeAhevS4tPiCtMlY0cDevXgY4twwgK8Kag0Ex4dALzV20nITnD1qZvlxZ0bdeE+nX9cXE28NjbszDmFdj1E+jnxU1Du9OkfhBarYazCaksWrOTE2fiAHBzceKu8QMIruOLm6szWTlG9h+NZOHqHeTlFwJw+9jr6NWpeakYYxNTef2Lvyoc7/k0GoXh/TrSs2MzvD1ciU/JYMHK7Rw+FWNr42TQM3pgFzq0CsPDzYXouGTm/LOVyLNJtjYj+3ema9vG+Hi5YTJbiIpNYuHqnUTEJDk67RVv7oy36NO9PZs3b2HCQ+/WdDhCCCFE1dLqHSdcpnz1e1BzSI8GgyvUbaWO4PS9Xy2PbXCD9LOw8Ws4vqby5241VP1+pIzkyOCqxufiDa2Hq6NfW2eV2+WcJRugw03gUafy8VTQoeNnqq1vIS5FlSVHzcLqsn7HESLOJqHVKIwZ1I1Hbx/Ba5/Po6DQBIBBr+PwyWgOn4xm3JDuDvt56NahJKZk8vFPSyksNDGwV1seunUYL33yJ5nZRqxWK/uORrBo9U6ycvII9PNk0sg+uLn25cd5awGY888WFvy7w9anRqPh5QdvYveh4v+IFYn3fGMGdaVb+6b8unAj8cnptGoSwv2Th/DB94uIjksB4LYx/ahXx4ef/lpHelYu3ds35fFpN/Da53NJz8oFICElnT+W/kdyWiZ6vY5BPdvy2O038NInf5Kdm3fpF6MWuXfqaEKCLjCHWgghhLiSpUZBSHvQu6ojU+ecm7LnHqh+9w5RR2RaDAarGTZ8pRZK6HQL3Pgm5OeUO92tFEUDLQapI1HpMY7bjHobGhbNHDEVwL75sHVmud0+dO8k3sm5sUpLd5+veaNQjldb70JcvCpLjj6fvdzu8az56/no+dtoUM+fk5HqrNI1Ww8BamLiiJurE3X8vZm9cCNnE1IBmL9qB9d3b029QF8ys8+Sm1fAxp3Fc2pTM7JZv+MwQ/q0t23Lyy+0jSIBtG/ZAFdnJ7bsKf5vWJF4z9e9fVOWb9jLoZPRAGzceZSWjUMY3LsdM/9ah16npWOrhnz9+0pbH0vX7aZd8/pc160Vi9bsAmDngdN2/c5bsZU+XVoQEuTLsfBYh+euSg1CgvjsjUdp06IxBoOejIxMFq9Yx3tf/0lWjpqcBfr78N0Hz9CpXQvy8/NZt2kb3bp0JDE+ltF3v1pqxM+R1s0b8uhdE/h25u88/8T9F2yv12gw6Cr2T1KnUWeEuuj16LUXV0HHqehcThU8p6iYqrg2ovrI9am95NpUnhVFHRWpCHMBynmbTDod+YCzTofW0Y1PS8hXyr4+pkOLyW/SF+2Yd9Bv+R6l0Ehhu7GYgloCoHdyxWAwYHb1JA/A1RvnP+9Dm6C+n7FGbSd32hw0ve/EJdZRdTvHTPW7ku/mh2Hnr+jLiN+85XvYNw+LeyCmlsPQ6J0wOLugFDpsDsDc7A7VXro7P78ANwcxl/fanFNw4fceQlyqantX6OKs/oPPMeZX+Jic3Hzik9Lp0aEpUbHJmMxm+nVtSWZ2LlGxjqeceXm40rFVQ05GxJXZb59OLTgWfpbUjOxLilen01Josp97XGgy0bh+EKCOUGm1Gkyl2php3CDIYZ9arYa+XVqSa8wnOj6lzHMP79eBYf06lrkf4LUv5pKWkVNuGwA3V2f2HjzG978uIC4xjZtH9mfqLaPJycnmna/VaYffvPc0zRqF8Om3s9l9KJwXHp2Gr7cnifEVS95cnJ34/sPn2L1nL9/PWVWh5KhJcBB5uRX/9wLg6+ZWqfaOeLlU3ydj17KquDai+sj1qb3k2lScMagt8SPeq1Db4L/vw5BhP7qS4+JCIuDt6oqLR/nrcOK1Wgop4/qkHiFz6zekdplG3uQfAdBlnMVn92zSut2Fh8aCl4cH+QYtsYAuK566uTFQ4pxJMTvIbtyfAE8vFKulQs8pqc1w8i1mgmJ3oC0r/vwE9SvtONazWzk7+jMY/jKB68qe5h5pCYRqTtCTktIJLOd37ui1+UxK2e+ThKgq1ZIcKQpMGNGTU5HxxCamVerYT2Yt44HJQ/jspTuwWq1k5Rj5fPZycs8bqbhr/AA6tAjDYNCx/1gksxdudNifl4crrZuG8uNfay853iOnYhjUuy0nI+JISsukRaNgOrZsiKJRP4vKLyjkdFQ8I67vRFxSOpnZRrq1a0yj0EASU+3nIrdtVp+7JwzEoNeRkZ3Lpz//Q045icGGnUfZdSi8zP0AGVm55e63PY8TEbx+IsL2eM+hk/Tt0ZHrenbiox8WEloviJ5d2vL3wqV8/MMCACLPfsCWJd9VqH+At5+7l4I8I29+9qvdKF55Tp2Nr9TIka+bG6k5OZgsFXsROZ+TToeXiwsZRiP5JsdTKUXlVcW1EdVHrs//27vvuKqr/4Hjr7vYS0BQUcS9997m3ntmpallZT9bNmxYVtpe5jezTMvSSsu9y5Xl3uIWRAFBQDbcy52/P65evHCBC0JYvZ+PBw+553M+53Pu56j3vj9n3bukbYrPbDqPy/Z5TuVNSbiGQm//ANGo1QKQmp1NRkZGoecbTNYHnwW2z6EfcT+2BnNgLTAbUCZeJqvRQACyblwmJyMDs9m6YIM5M4mEPNfTpyeCSkOCzpivno5YVC5kh3ZAde0INxOji8xvc3kv2a0ncCM7B4XJcU9MtbM/ENnyyTJdjMGssOS7ByCfzaL8lUlwNH5QZ6oE+fPB4vVFZ853bifSs7R8+M169AYjnVvVZ/qEvsz7cg3pmVpbvlVb9rNx11GCA/0Y3rsNo/u158eNf+Urr0OLumh1ek6ci7rr+v68aR8PDuvKnKfGYLFAYko6+45fsFv8Yckvu5g4vBvvv/AAJpOZa3FJHD4dQWgV+z0CLly5zttf/IqXhxudW9fn0bE9eXfRWtuwtryytTlkF6MXrjAe7m7MmTmFvt3b4uPtdavHS0VEhA5/Xy9qhYVgMpk4cvK87Zyo6DgyMov+zxqgT7e29O7alrkffVngEEVHDGYzBie7zF1uPdHSGgzoTU6sJFSIHKNRuupLUWm2jSh90j73LmmbEtDHQ6pz3zUc/i9/68u3zmiEIj4HFBYzKopoH70erh3PfR3SAgw6cqKOkqPXgz4OMpMwewbm/9xxrwAGHdmZqYCl6DdUryu4emI6s6V4n2EKNSiUZCs0oHc8omZS+wrMvh4J1QofsXI3aoWFEF5IveWzWZSXUg+Oxg3sRJN6oXy4eAOp6c59mb6tfs0qNK0XyjPzvrP1Nvy48S8a1K5KhxZ12bb3pC1veqaW9EwtN5LSyMrW8cIjQ9m0+5hdAAXQsWU9Dpy8hMnk+Clcceqbma1j4YrtqNUqvNxdSc3IZkSftiSl5PYKJaVk8NGSjbho1Li5akjP1PLImJ4kJed5QmQwkpicTmJyOldiEnjz6bF0alWfrX+ccHjt0hxWN2fmVIb07cT6LTv5be8xklMz+HjO07Yg6W51atsU/wq+fPjWC3z41h3pnTpw6velPPbCu3bzv4QQQoh/nSpNoG53OLEG7uwJOv87tB4H1dvC1VuLR7n7Qu2ucO0otsBIqbIu4JCTad3ENa8GfUCvLXivJI8K1mW77+TqZd3bKT0+/7G8tr4N4xeVyQawQtzLSjU4GjewE80bhvHxNxu4mVp497QjLhprdSwW+ycmFosFpSLvNMpct49p1PZf7OuGVSY4wJcvj553dFqJ62s0mkjNyEapVNCiYQ2OOhjupjcY0RuMeLi50LB2VVZvP+igJPv3oC4kMCnNYXXtWjUiNiaGeZ+vICU9Cw93NyoHBXLjhnXeVkRULCqVipZN6/HdGut/umHVKuPt5dw4+AVLfmH77gMo72iyn796hxMnTvL6J8s4e/GqU+UIIYQQZaL9w9Y/A2tY/2zYD0JuLex0YGluvoq1oVYXACx+VTG7eGJpNxHMFki8BBF/WvP5VILBcyFirzWQCawJzYZDYoR1I9k7HVwG9XvC0HfgyI/W4Kf5cFCqYe8deb2CrJvIhm+CLW/Zl+HmAzU7wMVdYLB/KGwz8hPISIC4M9ZAyCcYGg+yBjsbXi309ny2ZA2kZkDkPuuGtcrSn38UE//v3L5E/POVWnA0flAn2jatzRcrtqPTG/Dxsk6k0+r0tkUMfLzc8fHyoGKADwAhwf7ocgwkp2WSrc0hIvoG2Vo9k0bcx6bdR9EbTHRpXZ9AP29OX7SO021cpxo+Xu5ExSaSozdQOagCI/u25/LVeG6m2ncPd2pVn8joGw7nETlT30kju5OansXa3w4DEFa1IhV8PImOu4mfjyeD72uFQqFg25+5PVoNa1dFAcQnpREU4MPIvu2IT0rlr1s9JS4aNQO6teDk+aukZWTj5elG97aN8PP24OiZgoOf0hxWFxkVS9vm9XhgeE+Onolg5mMT0Ghy/+O7HBXD/iOn6dW9C8/EJHAkPJKXZ0zEeGv4Qd7gNa/Em6kk3kzNl56Vlc2RU5dK5T0IIYQQJdZlmv3rpkNyf78zOAqqZ5fXDNDpUeuL8E25wVFOlnXD2BajrIFLZiIcW2ndT8iQ58FldjKsmAbdZ1h7kJRquH4aNr0BiZedq3+9HtZV+s5tLzhP+AbrkuGtx1k3fdWlWwOljbMh9mTB5wFD+3RkycptsOszCGtnDaxKmYvGyVUGhfiblVpw1L1dIwBmThlsl/7t6t3sP34RgK5tGjK4RyvbseenDrHLk5Wdw/xlmxnaqw3PPDwIlVJJXEIKX6zYTky8dWlvvdFI59b1Gd2/A2q1ipS0TI6fjWLr3hN213Vz1dCyYQ1+3ryvxPX19/XCYs4NBDRqNUN6tqFiBW9y9EZOX7rGkl932S1r7e7mwvDebfHz8SRbm8OxM1dY+/shzLfKMVssVKroR/sWdfHycCMrW0dUbCIffLOBuGIuXlFSr77/FYs/fJHn/+9h9Ho9Bw4f5/ylKLzcc/86PP7SB3z1wYs888QkcnQ6dv2xn+rVKmM2mzEWMERRCCGE+Ef4oL1z+c5ssv5gnRMW4udHbGpq/jlHORmw9kXnr592Hda9VHie9LiC63lyrfWnMMd/tf6UQFjVW8GQPsvau9V5WqnveRQU4EdCqZYoROlQENTKiVl/4r+uclAAR7d/y7bfd/LwzE/KuzqFf0g5ydPFhSBvbxIyMmTSZykqjbYRZUfa594lbXNv+y+1z/SHhvC/ZbcWulAo4eEfIaB6qV6jsfkS4R89mC9dPptFeZPdL4VDndo0pV3zOuw7ehZPD3denjGRzMws1m/LvyKgEEIIIf49lqzcmvvCYoYdH8Lgt0t1ae+zl2T+sbg3SXAkHFKrVUwYOZCnpz2A0Wgk/kYCb370Jet2HGb4gG588sZTKJX5F8nIysrm2dc+YEsBq+4JIYQQ4t4264lxzP54WW7C1cOQdAWqNS+1a9SqXhmZhSzuRRIcCYf27D9Oq36THR7bvvsQQx56DrWDDVuNJhOXo2LLunpCCCGE+DttnQv3fwlFLMrkFKUKb7eCVyEWojxJcCSKLStby6nzV8q7GkIIIYQoA7v2O1jNLjUalk4AjVupXKNB3xYcK5WShChdEhwJIYQQQggbh8ERgDYVCthWqbi27ZA5zOLepCzvCgghhBBCiP+WGZOGlXcVhHBIgiMhhBBCCCGEQIIjIYQQQgjxN9u482D+RKUagupZf1fIV1RRPuRvnhBCCCGE+Fu5ubjkT+w4BVqNBsCnau2/uUZCWElwJIQQQggh/la9OrewT/Dwh8YDQakBoHUTCY5E+ZDgSAghhBBClK/eL4B3UHnXQghZylsIIYQQotxUbQ5tJkBQXfDwg5xMSLgI+5dC7Kn8+ZVqa/5G/cG3MuRkQfw52P4uZCbm5guuB10egypNQQFcD4c9CyDhUtF1enSNtWxHUqJh8WjHx0Kawf2LrL8v6AvatAIv8cGiVbkvgupASFO74+EXooqupxBlQIIjIYQQQojyUiEULGY4uQayboKbNzTsB+MWwq/PQdSB3LxKFYz8GKo0gVPrIPEyuPlA5Ybg6pUbHAXVg/GLICMB9n0DCgU0H2kt8/vJkHKt8Drt/ARcPOzTfCpZg60oBwspAKCAns+CPjv/uQ7cP6wHi5Zvsr7o+wp4+ttfzturyDKEKAsSHAkhhBBClJfT660/dzr+Kzy6GlqPtQ+OWo+Hai1gxTSIP1twmZ0fBWMOLJ8KunRr2tmtMHUldH0c1s0qvE6X/8if1v7hW+Vsc3xOs2HgHQyn1kPrcYWXD4QEB1h/qdcT/ELyHQ+tEkgBW9EKUaZkztF/wJghPbly6Fd6dmhc3lURQgghRFGMOZCdAq7edyQqoOUYuLTHGhgpVKB2dXx+1eZw9XBuYATWXqno41CzE2jci1+nBn0gNRaun85/zM0HOk+Dv762Dgt0QnRcIqg00PUJa2+ZEPeIUus56te1OS0ahFGpoh96g4nI6Bus3n6QG0nW8aYe7q4M6dGKBrWr4u/rRWaWjhPnoli34zC6HIOtnLEDOlIrNJgqwf7EJ6bw9herHV6vd6emdGldH38/bzKzdew5dJYte44D0KJhGF3bNKRa5QDUKhVxCSls2HWUs5dj7Mro3rYhvTs3w9fLnZj4ZH7a9BdRsYmOLgdAhxZ1mTSiu12awWDkyTeX2KVVqujHiD7tqBtWGaVSQVxCCl/+9BspaVlO34d/us0/fEjzxvXs0qKiouj3wAukZ2rLqVZCCCHEPcrFwxosuPtZ5xNVrA37v809HljDumBB4mXo8xI0GgBqF+vrHR9D9LHcvCqNNcDKy6CznhNYE+LOOF+3oLrW6+9f6vh450etwdfJNdBhslNF/rxhD7SfBF6BDo/v2udgvpUQf4NSC47qhlVm96GzRMUmolIqGNarLU9NHMAb81ehNxjx8/bA19uTX7ce4HpCCgF+3kwY0hlfHw+++ul3u7L2HbtAWLUgqgb7O7zW2AEdaVi7Kr9sO0hsfDKeHq54uuc+PalTvTLnImJZ+/thtNocOrasx/QJfXn3q7VEx90EoHXjmozq34EV6/dyJSaBnh2aMGPiAF7/7GcysnQFvk+tTs/sz362vbZY7I8HVvDm+alD+OvoBTbsPIJWp6dKsD9GowmgWPfhn+7q1atMfu59cvR6wHrvMrIkMBJCCCHyGTIXanSw/m7Uw4nVsP+Oh68Vqln/bDXO2iO0/T3r6/YTYdSn8MNka6AE1jlFVRpbN1K1mK1pSjVUbmT93TuoeMFRw77WPx0NqatY2zqk7tdnc6/lhMcefZD3swcW2PvVoWUDftsa6XwdhSglpRYczV+2xe71t6t389Gsh6heJZBLV+O5npDCop9+sx1PSslg7e+HmTyqB0qlArPZGmX8vHkfAIM83R0GR5Uq+tGtbUPmLFhl65W6mZphl2fllv12r9f+fphmDarTtF51W3DUq2NT/jxynn3HLwKwfMNeGtcLpWPLemzbW/AoV4vFUmjPx7DebQm/GM3q7bkTFpNScuvn7H0oS9WrVuJ/c5+hft0auGg0pKal8cv67by3cCU5eiMAQYEVWPLxLJo2rENOTg7bduylS6d2xFy7ysCHX3PqOiaTiaiYeLQ6fVm+HSGEEOIeobD22jjDlOez8Y8v4PCP1sCl8QBrOUoVmG4dvz0UzsUDlj1kXWwB4NoReOQXaPsAbHrDmnb8V+jzIvR7BQ59bw2S2j+c20tT0HC8gt5T/d5w4wIkR+U/3ONZiDwAUYeKUSZsVHQtdOluNzcn76MQpazMFmRwd7PufJylddCte0ceXY6+WAFB03rVSUxJp0ndUGY81AhQcD4ill+3HyS7gGspFNadmG/XRaVSElolkC17j9vyWCxwPiKWmtWCC72+q4uGec+NR6FQcO16Emt/P0xcQortOk3qVmPbnyeZ8VB/qlUO5GZKBlv2Hufkuat3dR/uH9yZds3qFFq3p94uoLs7D08PN06EX+DzJStJSEpj7NBeTH1wNIlJKSxcbg1yv/7wJWqGVmbuJ19zLiKW2c88TAVfb2KKKPtOISEhnNm9HJ0uh3MXI3jt/cWcvRxdYH6NUomL2rm/kmqldbqcu0aDRqUqRq1yud66lquT1xTOKY22EWVH2ufeJW1zb3OmfUwhzdGNmu9Uee7LHkB556pxqVetP3FgubwT7fjFKAe+jtvm2QAYMZEDKOPCcc9JBRfr9yxyUtBeP40lpCket9PObULvVxlDq/HWjVUB5Y1zqI7+iKHtQ7ia9ahv5y2CqWoLdN5BuBxfhSbPOcY6PcgJaYL7DxNR3jqmV6kwAB4aFxQmx9ewaNy5qA8At4KvGxWdgGee62Xp5WGrKHtl8q1QoYAxAzpw+VaPkSOeHq4M7N6SvUfOF6vswAreBPh60apxTZb+uhulQsHoAR2YNq4Xnyzd5PCc3p2a4eqi5mh4BABeHm6oVEoy8vQApWdqqRToV+C1bySlsmztHmLik3F3c6FPp6a8+MhQ3vh8FanpWXh7uuPm6kK/Ls1Z9/sRVm8/RKM6VXlsXB8+XrqRS1FxJb4PG3Ye4be/Smf87dmLUbz6QW5X/fEzl+nWoQX9e7Rn4fIt1A6rSpvmDVny/UoWLd8MwNSZ77Fvw1dOX2PDb3+y+be9nLl0lbo1Q3n60XEsm/8qw6e8bOu9y6t2SCV02QUH0474e3oWK78jvu4lmJgqilQabSPKjrTPvUva5t5WWPsYDclo//jEqXI8FTkovQteiCA59jBpTUcT6BeA0qRHZ9ESB7gbMgjKc16CIQOtW1379PCfMV3chKFCKEp9Fi4pV0lu9RBpQKAhGZdCrn2nxMYDwGwiOPYA6jznXOv6BJ5Rf1LB3RXcawGQ7l0BA+AXHIZKm4pam+yw3LibVzCGtCjwuilJafne55Wbjr8/CFGayiQ4Gj+oM1WC/Plg8XqHx91cNfzfA/2tCyXsPFKsspUKBRqNmqW/7ibhpnVY3bI1e3j1iZEEB/rahtrd1qZpLQbd15Ivlm8vdC6RMyKjE4iMTrC9jrgWz5wZY+japgHrdxxBoVAAcPL8VXbst67mEhN/k1qhlejapkG+4Kg49yEjS3fX9b/Nw92NeS89Ss8urfH28kSpVKJSqTDkZKPRqKgVFoLJbObAsdxlQqOi48jMynb6Ggu/W2v7fde+E4RfiGLV13MZM7ALHy1e6/Ccy7Hxxeo58vf0JDkrC6PZ+THOd3JVq/F1dydNqyXHaCxRGSK/0mgbUXakfe5d0jb3NqfaJyMDEorYQ+iWombg5pgVoFCSmGNCoc3AojsNJgNaVz8SMuynE2hd/bBkp+RLhwy4mfvdQxvcFEVGAinR51BQ9Kgdi0pDdvWOKGNPkJyQfwSMySuILK8gsmrdl+/Y9WGfo0y8hPuKKQ7LHqD/ndWZ1QpckCG0emVOHnBiw1ohSlmpB0fjBnaiSb1QPly8gdT0rHzHXV00zHioPzq9noU//lbsOTZpmdmYTGZbYAQQn5gKgL+vl11w1LpJLR4a2o1FP//G+chYW3pmtg6TyYy3l32PgY+XO2mZzgcAZrOF6LibVPT3sSs3Lk9vWXxiCrVCK9mlFfc+lOawunmzpjGgR3t+XrOV3QdOkZqexfy5z6JUKlGX0VCOY6cvAFAztEqBeQxmMwYnu8xdbtVTazCgN5mKyF24HKNRuupLUWm2jSh90j73Lmmbe1uZtY9HBeuy3Xdy9YJaXSE9nuy0Ww9l9XqI3Ie5VieyvCpD8q1gxT/MutDCybWFf5bV6wWVGsCu+WTr7xil4R0MGrfc8u5UpwO4eWMO3+K47DUv5E+r3xsa9IZNb2DOSCiwTs1DPVl9chc0Gw6q/F9HA/y95LNZlItSDY7GDexE84ZhfPzNhnyLJIC1p+SphwZgMJn43/JtthXciuPy1XhUKiWBFbxtCx0EB/oCcDM1d239Nk1q8dDwbixeuYPwi/bzXEwmM9euJ9GgZohtLpBCAfVrVmHXQedXb1EoFIQE+xN+8Zqt3KjYBILzDM0LCvAlOS23biW5D6U5rK5t84ZcuxbN7I+/w2Kx9iQFB/oTH299uhQRFYtKqaRdiwZs3HUUgLBqlfHyLHrH64I0rl8TgBtJjrvXhRBCiP+kkZ9YF1eIO2MNknyCofEga4/Khlft8+5dCNVbw9gFcHSlNa3VGNCmw4HvcvNVbQ4dp0DUQdCmQeXG0GQgRO6Hoz/blzngdQhtCR+0z1+3Bn2tS4Jf3OW47o42iw2qa/3zyn7rtQvw2ZI1kGWEWp3Bt3K+4+cuFTxHWYiyVGrB0fhBnWjbtDZfrNiOTm/A51avjFanx2A0WQOCiQNw0aj5ZsVO3F1duL36dkaWDsutNbEr+vvg6qLBx8sdjUZN1UrWHZTjElMwmcycj4zlamwiE4d3Y+WW/SgUCsYP6sTZyzG23qQ2TWvx8Ij7+HnzPq7EJNjqojcYbXsJ/b7vFJNGdCcqNpGo2ER6dmiCi4uGfccu2t7TpJHdSU3PYu1vhwEY2L0lkdE3SExOt8456twMfz8v/jyaO19o+5+neGRMTy5FxXHhynUa1alG03rV+WjJBgCn70NepTms7kr0dVo2rsPEkb25GHWdF6Y/gPqO4WyXo2I4fOIsI4f0JTruJuciYnjtmckYjUYnOuGtq+E99+gY9uw/xuWo6zSoE8bLT00iKSmJlRsd/EcqhBBC/FeFb7D2trQeZ930VZduDZQ2zobYPKvn3oyCH5+AbtOhw8PW1aSuHYHdCyDzjn0aMxPBbII2E6yr26XFwd5FcORHsDj5YNrFA2p2hMh9oM8/EuhuDe3TkSUrt8HBZdDtSXC1n8vl7lacFfWEKD2lFhx1b2ddO3/mlMF26d+u3s3+4xcJrRxoWwlu7rPj7fK8/NEKW6/Pg8O6Uq9G7tCr16aPtMtjscD/lm9j3MBOzJwymBy9kTOXolm19YDtnC6tG6BSKbl/cGfuH9zZlr7v2AW+W7MHgCPhkXh5ujOkZ2t8vDyIibvJ/GWb7fbh8ff1wnLHcDcPd1ceHNYVHy8PsrU5XLuexPtfryPu1rA+gBPnoli+4U/6dW3O2IEduZGUyqKffiPi2g0Ap+9DWXpx7kK+/eRl3nzpCfR6PX/uP8LFiKt4uCpteR6Z+S5LPp7FazOnodPp2LpjL9WqVsJgKHpujsFgpHGD2gzq0xWNRk12djbnLkTwxsdLOB95vSzfmhBCCPHPcvxX64+zEi7AqhmF50mNhV+edq68n59wnK7Phk+7O1+v2/Yttv4UIazqrdWBT66FlqPBtab98WpBnD5a/MsLcbcUBLUq+411xD9e5aAAjm7/llVrNvLUnEXlXR1cVCpC/PyITU0t8dhvTxcXgry9ScjIkHHNpag02kaUHWmfe5e0zb1N2qd0TX9oCP9bdmvhrqrNYei74OGH5+VdBP3xIY27dGHD2rXlWUXxHyUbvAiHOrVpSqdW9dm9/wQ+Pt688tQksrKy+HWLDIsTQgghxN1ZsnJr7ouYE5B4Caq3sSXtOXj676+UEEhwJAqgVqsYP7I/T04dj9FoJC4+gRff/Iw/Dp1j+IBufDrnKdvS5XfKyspm4v+9zqFTl8uh1kIIIYT4J5j1xDhmf7wsN2HrPJiQu59iq6Z12RUXUQ41E/91EhwJh/bsP06L3g87PLZ99yGGTHwelVKZ75jRZOJChKwwI4QQQohiSI+DS3vBy7oCsZe7LMggyocER6LYsrK1nDwrT3OEEEIIUTK79p/Mn7hnPtRsC4DupizgJMpH/kf/QgghhBBClCGHwZFBB1esqw+fPnM+/3Eh/gYSHAkhhBBCiHtKn65tis4kRBmQ4EgIIYQQQgghkOBICCGEEEKUJwc7bh4/I6veivIhwZEQQgghhCg3P6cHMFkdYJfmopY1w0T5kOBICCGEEEKUGx+zklk33e3SGtULK5/KiP88CY6EEEIIIUS5iVOaqIYGH3P+zeWF+LtJcCSEEEIIIcqVRm9istbT9nrTjgPlWBvxXybBkRBCCCGEKFdKCzyi87K97tSqcamWX8mk5J1MX3amBJGeWBVLQijd9K4O86otMDvLh4ikKugSqhGRVIVXsnxQ5Vk4opveFUtCqMOfdgYXp+s2RufBvuRgMhOqkpJYlb+Sg7mvgLoBdLrjugFm+Spf2mS2mxBCCCGEKHeBZhVVTSr0gJ+fV5H5i6OeScNL2b5cVBk4rTLQ0Vhw8PFDegCjczxY4pbFEY2e9gYX3s7yI9SkZppPcr78n7lncFiTY5d2WWV0ql6vZ/oyO9uHX1yz+dY9C40FGhs1hJhUDvMrLPB5ZgUyFWa8LBIYlQUJjv4DxgzpybuvPM5Lb3zEyi37y7s6QgghhBD5BFlUDM5x51cgOTW9WOfuSgkiSmXkYQfBC8BRtR7/wBhSlGZG6tzpmF7RYb7WBhfG5njypkcar3ulAbDIHZIUZp7VerPAI4PTaoPdOXs1On510xarvgDtDC7MzvbhOa9UPvXIcOqcR3VeVDOpWOyWydNan2JfUxSt1IKjfl2b06JBGJUq+qE3mIiMvsHq7Qe5kZRmy9OldX3aNK1NaOVA3N1ceHrut2h1ertyqlUOYESfdoSFVMRssXD8zBVWbd1Pjt4agXdoUZdJI7o7rMPMd5eRkaWzS6sVGsxzkwdzPSGZt79YbUtXKBQM7tGKds1q4+PlQVpGNvuOX2Dz7uOFvk+1SsnA++zP27T7GPuOXbDladmoBkN7tiHAz4uE5HRWbztI+KVoAJRKBcN6taFx3VACK3ij1ek5FxnLmu2HSMvILvpG/0PMf/sZenVuhZeXJyaTifgbCSz9cR2Lf96O2exgQwMhhBBC/OfVN2kAIweOnSvVcjOVFhxuqJRHF4O1R+kntyy79J/cspmp9WGszoPTXmn5zvMyK9AqLJiKsabE09nexCtNfOaeARbwtCjIUhZcxwpmJW9n+jLbM40gs+OeJXH3Si04qhtWmd2HzhIVm4hKqWBYr7Y8NXEAb8xfhd5gDWxcNGrOXIrmzKVoRvRpl68MX28Pnpk0kCPhkfy06S/cXF0Y078DE0d056uffgfgyOkIztwKNG6bNKI7arUqX2Dk7ubCwyPv43xkLD5e9ktE9uvSjG5tGrJ09S7iElKoHlKRicO7odXp2XXgTIHv85GxvfDxcmfZmj9ITE7D19sDhSL3X0LNasFMHd2Ttb8d4tTFa7RtWpvH7+/D3IWruZ6QgotGTbXKgWzafYyY+Jt4uLkydkBHpk/oy7wv1xTvpt/DzlyI5OTpc5w6H4mLxoXnHruf5598mMSkFNb8dqi8qyeEEEKIe5CXxfqdakCPdixbu+Nvv77rretrFfZBSrbCDEArY/65REszAvC2KDFiYa8mh+e9Ujmq0efLl1dPvRv7NDnM0HrzapYPgRYVcUoTcz3S+J9HZr78b2X5Eq80scg9k9eyfEvy9oQTSi04mr9si93rb1fv5qNZD1G9SiCXrsYDsGN/OGANpBxpWi8Uk9nMjxv/xHLr7+TyDXt5/cnRVPT3ITE5HYPRhCEzt+vSy8ONejWqsGztH/nKmzCkC4dOXcZsttC8QXW7YzVDgzlxPorwi9ZA62ZqJm2a1KZG1SB24Tg4alS7KnXDKvPKJz+Rrc2xnXennh0ac+ZyNNv/OgXA+h1HaFArhO7tGrFiw5/ocgx89t1mu3N+3PQXLz82nAq+nqSk2T+pKAvVq1biszefonH9Wri4aEhLS2f91l28+8VPtgAzKLACX73/Ai2b1icnJ4ddew/QtnULEuKvM3Tq6/l6/PJa9P06u9fJ733FjlWf07JxbQmOhBBCCOGQG+W7nPcFlXXIXCeDK1Gq3BE9XQxuAHZzgfQKC7+4ZrPZRUuS0kxDo4aZ2d7sTQmiY4UbnNDYD7+7k59ZQUWLik4GV3oY3JjjmcY1pYmHdZ4syPTHoICv3HO/YzYxapim9WKAbyKy4nnZKrM5R+5u1sg6S5tTRM47KqNSYTSZbYERgMFgAqB29UokJucff9q+eR30BiPHzkTapXdsUZfACt4s+WUnA7q1zHde5LUbdG7dgKAAXxJuplG1kj+1qwezakvBS0c2rV+dq9cT6du5Ge2a10GvN3Dy/FXW7ziCwWitZ81qwfy+75TdeWcvx9CsQViB5bq7umA2WwoNOPp3bU6/ri0KPA7wxucrnQquPD3cOH76PF//sIa4hBRGDbqPB8cOJSsrk3lf/ALAwnefp27Nqnz65TKOhkfy8lOT8PfzISH+epHl5+Xu5sqksQNIT8/g+JnLBebTKJVO74itVlonIbprNGhUJetadr11LVfZhbtUlUbbiLIj7XPvkra5t0n7lB21Kv/CAhcOn8fTxb6XJktv/Z6ktoBvnsUINChwtSjyrd6WrDBjKUYwsdlVS5TSyIeZFcjGwlGNnnYGV+Zm+mLAgvsdwdt+jZ7Rvkm21xtctfzims2p5Eq8k+VHf7/EAq9zezGFQIuKsT5JrHSzBmK/uGZzOrkSr2b52AVH8zMqsMVFx2+uOoflidJTJt8KFQoYM6ADl6/Gcz0hxenzzl+5zuj+HejTqSk7DoTjqlEzvE9bwDrkzpFOrepz6NRlW3ACEOTvw/A+bflg8YYC57ds3XsCN1cX5swYg8ViQaFQsG7HYQ6dKvjLe0V/H2qHVsJgNPHliu14ebgxfnBnvDzc+G7NHgB8vNxJz7SflJeeqcU3z7C+29RqFSP6tOXw6cvocgp+wrDn8DmOhEcWeBxwes7S2YtRzLkYZXt9LPwSXdq3oFuHlny0eC3VqlSiQ+sm/Lp2Ix8vtg71uxr7Pvs2fOVU+bdNHDOAOc9PxUWjITMzkwVfryi016h2SCV02c4H0wD+np5FZyqCr7vjthF3pzTaRpQdaZ97l7TNvU3ap/S5Z2jypaVk6wjy9rZLu3LzJmDt1dmdGpzvnE64Mj7Hvn3CAmK5qjLly1uQHAUM9EtkZVoAq28t2qDDwgteKbyS5UumovB5SxFqI+tctYzI8UBpocBentvD9vRYe59usyjgZ7ds3szyo5pJRbTKxBidBx0NrjT2j3P6fYiSK5PgaPygzlQJ8ueDxeuLdV5cQgpLV+9idL8ODOvdFrPFwq4D4aRlZGOx5P/LWLNaEFWCKrD01122NIVCwZTRPdiw8ygJN/NPmLutVeNatG1Wm29+2cn1hGSqVQpkzIAOpKZnceDEJYfnKBQKLMA3q3baAplftu7n0bG9WbHhT7sAzRlKpYJHx/ZCoVCwYsOfhebN1ubYhvLdLQ93N+bMnELf7m3x8fZCqVSiUqmIiNDh7+tFrbAQTCYTR06et50TFR1HRmbxhvyt3rybE+EXCKkUyKMPDOORh0YRcfU6m3YfdZj/cmx8sXqO/D09Sc7Kwmg2F6tet7mq1fi6u5Om1ZJjdG7JTVG00mgbUXakfe5d0jb3NmmfsqM1+AD2AVLNBqHsPeJ4msNJtZ5efjfs0j7KrEC80sQHHvajjOKVxftuBnBWbaCxfzwNTRoqmJWcVRvQKix8klmBPaqie26iVSZcUeBpUZBRQDCVrDCjxUyq0pIvgEpQWv9+VTAriVaZ+CDTj1Wu2egVFqrfGtbnd6s7rJpJhYtFQVwxAkBRuFIPjsYN7ESTeqF8uHgDqenFnz9z+FQEh09F4O3pjt5gwGKBXh2bOBxS16lVfa7FJXHtem6XppurhrCqQVSrHMi4gZ0Aa1CjVCr44o2pfPbdZi5cuc7Ivu3Y9scJjpyOAOD6jRQC/Lzo37VFgcFRWkY2qelZdj08cYmpKJUKKvh4kpCcTnqmNt/iDz5e7qTl6U26HRj5+3nxyZKNhfYaQekOq5szcypD+nZi/Zad/Lb3GMmpGXw852lbkFRaMjKzOXk2gpNnI/jtj6Nc+Osnpo4fyOY9xxwGuwazGYO+6AmMAC636qk1GNCb7u4/hByj0dZVL+5eabaNKH3SPvcuaZt7m7RP2TGacoPNTKy/BwX5F/jZnKq0sMPF/oFxisJMnNKUL73EFNYg6bb+OW6oUPC7S9HBUU2TGi3mQnuZLAo4oTbQxuiCxgKGOwKkKrcCoMRbQVKoWc2EHDUTcvL3Wh5PqcwJtZ4W/vHOvjNRhFINjsYN7ETzhmF8/M0GbqY6t157QTKyrMFEx5b1MBhNnIuItTvu6qKmdeOarPntsF26LkfPnM9X2aV1a9uQ+jVDWPTTbySlWOvlolFjzvMF3WyxoChkXGrEtXhaNaqJq4vatrR4cIAvZrOZlFuBYGT0DerXDLEtPgHQoFYIkddyn3DcDoyCAnz5eMlGp+ZlleawunatGhEbE8O8z1eQkp6Fh7sblYMCuXHD2l0bERWLSqWiZdN6tuGCYdUq4+1V8qEECgUoUKDRqFAowEFsJIQQQoj/uNs9Ldt2Hy4i59/HzaLgrSw/riuN/HjHELhAs5IkpX0vYlODhiE57mxx0drNdapmUuFhUXBBnTtS5We3bDpkujJR58lid+v3SFcLTNB5cEalt/UGDfPNP3dpnM6DcTmePOidRIz0GpWqUguOxg/qRNumtflixXZ0eoOt90Sr09uGm/l4uePj5UHFAOumVSHB/uhyDCSnZdqGjHVv14iIa/Hk6I00rBXCyL7tWf3bwXyLFbRuXAulUsnBk/a9PBYL+eY5ZWTpMBiNdumnzl9lQLcWJKdlEpeQQrXKgfTq2MRuv6Jhvdvg5+PJt7/uBuDQqcsM6N6SicO7s2HnEbw83BjZtx1/Hbtge4879oczc8pgenVswumL12jTpDbVq1Tkh3V7AWtgNG1cb0KrBPK/H7aiVCps9ypLm4PJ5LirvjSH1UVGxdK2eT0eGN6To2cimPnYBDSa3B6jy1Ex7D9yml7du/BMTAJHwiN5ecZEjLeGnjnq9blTaEgw0ycO4+ipc1yMjCXA35cnJ48CLGzbfVD2ORJCCCFEPiYs/KXRARpaNanD5r2Oh+GX1CtZ1u+fjYzWIXwP6jzpfGtfo7meuSOUfk4L4LrSxFm1AR+LkslaL2qa1Az0S7i1X9LtfIFoFRb2aXJIUJpoaNTwqNaLbIWFl7xS7a69LD2A7gY3FEHXbGmL3DOZqvXkfxn+1DVpuKY08qDOk+pmNYPvCIjWuebfYLa5wbpYxRZXHTeVMsyzNJVacNS9XSMAZk4ZbJf+7erd7D9+EYCubRoyuEcr27Hnpw7JlyesakUG92iFq4uG+KRUfli/N18ABNCpVT2On71S5JLSBflp0z6G9mzN/YM74+3pTlpGNnsPn2Pj7mO2PL5eHvj7etle5+iNfPrtJsYN7MTLj40gU6vjaHgk637PfboRGX2Dxat2MLRXG4b1bkvCzTQWrthuC8wq+HjS/NbKda9NH2VXp4++2cDFqLKfbPfq+1+x+MMXef7/Hkav13Pg8HHOX4rCyz33r8PjL33AVx+8yDNPTCJHp2PXH/upXq0yZrPZrvvbkRy9gQZ1azJyUE/c3FzR6XTEXo9nzgdf8sPaXYWeK4QQQoj/pniFid9dc3BHQ2CAX6mX/3aWfZlTdLnf8e4Mjo6o9Tys82Ka1gutwrp30f0+SZzMszT3WtdsJug8eTbbGx+LkkSlidWuWuZ4phGhLnous05hoUeFBN7P9GOy1hNPi5ITaj0DfRPZLqvSlRsFQa3kMb4oUuWgAI5u/5Ztv+/k4ZmflHd1cFGpCPHzIzY1tcRjvz1dXAjy9iYhI0PmHJWi0mgbUXakfe5d0jb3NmmfsrMkzZ+Hc7z4Q6NjQHAqQd7eNGteh7U7Ct5eRYiyIhu8CIc6tWlKu+Z12Hf0LJ4e7rw8YyKZmVms3/ZXeVdNCCGEEP8yBrWSD9xze292HzhVSG4hyo4ER8IhtVrFhJEDeXraAxiNRuJvJPDmR1+ybsdhhg/oxidvPIVSmX/1iqysbJ597QO2/HHi76+0EEIIIf5xFIDOZGSLqw43rHNphvTuwLK1O8q3YuI/SYIj4dCe/cdp1W+yw2Pbdx9iyEPPoXawJ5HRZOJyVKyDs4QQQggh8mtqciE21BeTNqa8qyKEBEei+LKytZw6f6W8qyGEEEKIf4EF7hm0HdEJludu+nru0tVyrJH4L5PgSAghhBBClJul7lmYc9Lt0s5eulZAbiHKlrK8KyCEEEIIIf7bNu08WN5VEAKQ4EgIIYQQQpSzGZOGlXcVhAAkOBJCCCGEEEIIQIIjIYQQQghRzjbeHlYXVLd8KyL+8yQ4EkIIIYQQ5crNxbq/ES1GlW9FxH+eBEdCCCGEEKJc9ercAlCA2rW8qyL+4yQ4EkIIIYQQ5a9yQ7CYyrsW4j9O9jkSQgghhLgXeAZAq7FQuRFUqg8unvDTExB9LH/esV9AaMv86Vf2wy/P5L6u1hLGfeH4ej9Mgbgzjo/dViEUmg+31im4nrVnZ9FwSI8r/Dy/EHh4hTX/sklw43yh2T9YtAo6PgUKVeHlClHGJDgSQgghhLgX+FeHdg9B8jVIjICQpoXnT78Bexfap2UmOs579GeIP2eflhpTdJ2qNIGWY+DmFbgZZQ2QnHHf02B2vhfo/mE9WOTWEpIjnD5HiLIgwZGTNnz7Dl6eHtw3+qm/5XrD+nbirRenUcHPl0sRUX/bdYUQQghRTuLPw+d9QJcOde8rOjjKyYSzW50rO+YEXNxV/DpF7IX5vcGQDW3udy44Cmtn/Tn0A3Sc7NRl3INrgM6z+PUTopT9o+cczX9rBse3L+Hq4dVEHljFrlWf0bZ5/bsqs0n9MK6f2MB9HVuUUi1LZvazk7kWE0fP0U8y9vHXS6XMe+W9CSGEEMIBQ7Y1MCoOhQo07s7l1XgUf9iaLt1aL2cpVdDjGTi2ElJjnT5tb2YV8KhQvLoJUQb+0T1HLZvUY9X6Hew5eBIXtYo5z0/lhwVv0Kb/FNIyssq7ekVSqVRYLGbMZku+YxX8fPl1404uRESXQ82K5ubqgi5HX97VEEIIIf67/EPh6V2gdoGsm3ByHez/xvFwtv6vWucwmY0QcxJ2f17kPKASaTUO3Hxg/xKoc5/Tpx03hILiH/3MXvxL/KODo87Dptu9vvzkWxzc/A29Orfk1y17HZ6jVCr439yn6dW1PW5urqSkpPLRlyv47pftAGz76XMAln/xJgDRMddpN2ia7fyPZz/B0P7dUSqVHDkezoQZb6PXGwHwcHNh0fsz6dC6GS4uLiTdTObdz5excuMeAF5+cgKPPjSCeZ8t5ampY/H19aH//U9x+nyUrfwm9cNsdZg+ZRzTp4xjweKfmLdgOV3aNmberMeoXi0Eg9HI+YuRTHvxA2LikgCYOKoPT04eTcVAfywWC9di4nhq9qecOBNR6Hs7uHERkVdjGD/9LVs9dq36jMysbAZPmgXAhT9/ZMcfBwmtWokmDepy6swFBk+axbC+nXj5qYlUDg5Cp9Nx9OQ5pr34oS04ffv5yYwc3BMvT0/0BgNXoqLpNe5Z5xtZCCGEEPmlxkD0UevcJI0b1O1hHcLmHwobXs3NZzLAhZ0QuQ+0aRAQBm0mwPgvYcWjkHCx9Ork6Q8dJsPu+aAvRm+Tmw+eAZXIKL2aCFFi/+jgKK+K/r4AJNxMKTDPe7Om0b9XFz77agV/HQ5n+sThzH15OmcuXOHI6UtMfvpNlnw6m+de/4SDx8+izTHYzq0RVo2bKWnc/8RsmtSryeyZjzBr+v3M+WQZAMv/N5tqVYJ54a0FRF67zkMj+/LRnGeIvHqdI6cvAaBWq3n0gaHMmreQ+MRkomJu2NXv7KVoOg95hJ2/fsHPa7ay6If1JNxMIyjQj+/mv87uv44w880FeHm68+bzj7Dqq7fpMPgxALw8Pfj2543sP3oWXx8vXn/2Yb6fP5tmvSdhNlsKfW/OGNC7K7+s/41X3/sagOaNajF/7kx+WrOVlet3UqVSRd564VG+n/8qQx6eRd9urZk0figfL/yBbXsOUymoAr27tC6wfI1SiYvaub+SaqX16ZK7RoNGVbKVbVxvXcvVyWsK55RG24iyI+1z75K2ubcVt30sKEClca5wkx5FniSjWk0O4KZWo7q9Qeqddn1o//ryTnJ6zMTYZAhuJ39BFX/Wmp50Aba+kZsv+iDmK3+inbAUVbfpuK173rk6AgaVGj3We6B0UKec7jMwp1/H7fxWFC4uGNQq9ICbRuP4Pdwut153Mi1u3HkTHH02Z+llxIooe/+ab4VKpYJP5swg9no8ew+FF5hv+MD72LB1N598/QsAh068w7FtS3hx+gRGP/YGsfHWVV7iE1OIvBZvd25OTg5jH5+DyWTi4PHzjBnak45trJMlG9YJpU2LJnQf8QSXo6xjbE+c+YL2rZvwxKQRTH7uvVv1VPL8mwvYtf+kw/qZTCbrdS0W0tKzbHV47+VpXI9PsJUDEBP3Drt+/YLWzepx5OQF/vfdWruyLl2J5tCWpXRq3Yi9h8ILfW/OiLxyjZlv5a6Ks/abuRw5Hs4LcxdZE05fsvbMvfsinh5u1A4LwWgy8e2qrSSnZnDmYhQ7/jxeYPm1Qyqhy84pVp38Pe9+8qavu5NjtUWxlEbbiLIj7XPvkra5tznbPtpKTYgf8K5TeUN+nYZLmv3KcVnu7iQAfh4euHt7O1WO/sJGYpsMwa12RypkFTIs35xOQvRBsqp3pKKPLwqL2any01xdSQYCvDzRYF8nXcV6xDXoQ6Utr+Du7QVAhps7SYC/hweuhbyHlICqpOYZUufos/nKzZtO1VOIu/GvCY5WfjmHSsGBDJn4QoF5Av198PDwYM8B+8Dk/KUr1KgeUuQ1biQkYTLljuO9mZJGWLUqALRv2QilUsnOXxbYnaNUKsnMzO1aNplMBQZGhalbM5Sw0KpcO7Im37HGdcM4cvICrZvU4e2XHqVGaAhubm4oFNZHMLXDqhYaMDrr7MUrdq+rV6tMYIB/vjopFAqaNqjJj+t28thDIziydQnnLkay66+jLFq+gYxMrcPyL8fGF6vnyN/Tk+SsLIxm5/5Tz8tVrcbX3Z00rZYco7FEZYj8SqNtRNmR9rl3Sdvc24rbPmbTeVy2z3Oq7JSEayj09nOljVrrZ2VqdjYZGc4NOLNorZ/TmQpXDEWco0+OhZoaEnQGFE4OgTPkWB9g3szMQpmnfG3fiShjT5EWH0Ea1gDSpHC15le4o8QdZUaCw3LN4VtRNxqC0c3PliafzaK8/CuCo5VfvkGzRnUZOeXlMl3AwGTK85+hxYLyVgDi4+WB2Wxm1NRZGI32EyFT03P/A7kzuCoONzcXzl+K5IW38m/kFnH1OgDLPn+d5NQ03vhwMVEx8SiVSlZ9/Q6uroV365stFlDYd+irVPknRWZrdXavXVw0/HXwOO9/sSJf3rOXrqLL0dOy32RGD+xO3+5tmfrAMKZMGEq3EdNJSErNd47BbMbgZJe5y60hDVqDAX0J7+ltOUajdNWXotJsG1H6pH3uXdI297Zit48+HlLXO1W2w0+gW4GBzmgEZz+jfKpaT828ibGoc7wrgUFHdmYakH9hKIdM1jppDYb8dfIKAt/KaCevzHdazpB3QZcBn/d2XG5CJP6ukHznOfLZLMrJPz44WvnlG7Rs2oBx017l1PnIQvMmJaeTnZ1Nt/bN+GXTHlt6/To1uHzlGgBanXUejlpdvBVT/jwSzgtKJVUrV2R1AYtB3I2LEdfo0Loppy9EYjDk/085JDgAPz9fXn1vke36w/p2sstT0HvLyMgioIKv7bVKpaJSUEXS0jMLrdO1mDhCq1biWPilAvMYDCZWrN3BirU78PX25MyeFYwe2I3/fbeu8DcshBBCCMdcPKwLLZjyzB1u/7D1zysHc9Pc/UCbap+vYm2o3QUi92MXGHkHWxd3SL5a/DptfwfUbvZpoa2h1RjYNR+Sowo9PcxynWSFX/GvK0Qp+0cHR6sWzaFNi8bMnDOf5LQMaoZWAiDhZhqZWY6Hbq3etJMxw/oSERXLvqNneOKhYQRVDODRme8AcDU2HqPRyNA+nbkUGUtWtpbE5LQi63Lk5AVOnD7HOy8/QeUgf/YePE1I5UD692jPifBLLPl5y12913cWLGf7T23YvOwDPlr0I/GJyTStX5NRg3owfOqrxCUmk5OTw5Txg4iKjqduzaq8MP1BuzIKem/7j5zm4fuHMnlsf85cvMJL0x/AxbXgiZO3vbtgOd8veIOVX77BwmXryMjIpFXTevTs0poxj73B1HEDqF0jhG17jpCQlMK4IfehUCg4cVZ2vxZCCCEcuh3gBNaw/tmwH4Q0s/5+YKn1z+D6MOhNOP8bpMSA2hXqdIOqzeDkGki4kFve4LfBmAPXT0N2inW1uqbDwKCDP/KMRhnwOoS2hA/a56a5eELLMdbfb29K23IU6DIhJwOOW+dwE3Uo/3txvTXPKPpYkcuGX9rwJfR9u9A8Qvwd/tHBUad2LQGYP3emXfrtpa8deemdr/Dx9mT65DHMnO5GcnIKr8z7n201OYPBxNc/rObB0QMZPrAnMbFxdkt5F2bYlJdZ8NZTzJg6jllPTUany+FqdCyrNpZgR+o8LkfFMuaRl3nv1Sf48v2XUCqVZGRmcjL8om2o3ivvLOSVpyax7rsPSElN482Pl9jdm4Le29wFP9CwXg1ee3YKZouFjdv/wM+36Mmfew6c5NGZ83jtmYf59rPXUCgUpKals2ffUQCSUtJ45IGhjB3WD5VKSWpaOu8v+Ja/Dt/9/CchhBDiX6lLnu8cTYfk/n47OEqPg5gTULubdflsi8XaM7P9XTi51v78y39Ag77Qerw10NGmwKXdsO8b63LgRXHzyV+nNhOsf6bF5QZHd2lkc3++zbn396gU/34Kglo5OdBUiHuHi0pFiJ8fsampJR6b7+niQpC3NwkZGTKuuRSVRtuIsiPtc++Strm3SfuUrTeffYjZV5vjac4h6I8P5bNZlBvZilgIIYQQQpSrG0mpcGodOLmsuBBlRYIjIYQQQghRrpas3ApRB0EhX01F+ZK/gUIIIYQQolzNemKcdZEIIcqZBEdCCCGEEOLeELmvvGsg/uMkOBJCCCGEEOVq1/6T1l/ObSvfioj/PAmOhBBCCCFEubIFR0KUMwmOhBBCCCGEEAIJjoQQQgghhBACkOBICCGEEEIIIQAJjoQQQgghhBACkOBICCGEEEIIIQAJjoQQQgghhBACkOBICCGEEEIIIQAJjoQQQgghhBACkOBICCGEEEIIIQAJjoQQQgghhBACkOBICCGEEEIIIQBQENTKUt6VEEIIIYQQQojyJj1HQgghhBBCCIEER0IIIYQQQggBSHAkhBBCCCGEEIAER0IIIYQQQggBSHAkhBBCCCGEEACoy7sC4t/pycmjGNCzI7XDQtDl6Dly8jxzP/2WiKuxtjyuLhpef24KQ/p2wdVFw+59x5k1byFJyam2PCGVKvLOK4/TqXVTsrRaVm3Yybz532EymW15OrRuzBvPTaVurVCuxyfy2eKVrFy/w64+k8YO4PGJI6gYUIGzF6/w6nuLOBF+qVh1+bcorba5fmJDvrIff/F91m3ba3stbVN8zrTPhJF9Gd6/G03q18Lby4P6XcaRnpFlV46fjxdvvzSN3l3bYraY2fz7Pl57/2uytTpbngZ1wpg36zGaNapDckoaS37ayBffrrYrZ1DvTrzwxANUrRLElWvXmfvZt+z886hdnucfn8D9I/rg4+3JkRPneGneF1y5FlcGd6d8lVbbHNy8mGpVgu3S5n32HQuW/mJ7LW1TfEW1j5+PFzMfv59uHVpQpVJFklPS2brrAO9/8QMZmdm2cuRzR4j/Nuk5EmWiQ6vGfPvzJgY99DzjHnsNtVrFjwvfxN3N1ZbnjZlT6d21LdOef48RU2YRXNGfbz6eZTuuVCpZ9vlsXDRqhkx6nqde+5Qxg3vy/BMTbHmqVQnm+89f56/Dp+g9dgaLl6/nw9n/R7cOLWx5hvTpzOvPTeXjRT/Sd/zTnL14hRVfvElABV+n6/JvUhptc9vTsz+lWc8HbT9bdx2wHZO2KRln2sfdzZXdfx3j829WFVjOgnkzqVcrlHGPvcbE/3uLdq0a88HsJ23HvTzd+XHhm8TEJdDv/md465OlPDftfiaM7GvL07pZfb5453l+XLudPuOeYuuuAyz55BXq1Qq15Zk+aSST7x/ES3O/YNCDM8nW6ljxxZu4umhK+c6Uv9JqG4D3//eD3b+db37MfdggbVMyRbVPcEV/gisG8ObHS+gx6kmenv0p3Tu15KPXZ9jKkM8dIYTscyT+Fv4VfAjftZzhk1/i4LEzeHt5cHrXD0yf9SGbft8HQO2wqvyxdiGDHpzJsdMXuK9TK5bNf40WvSfZnqQ9OKofrzw1iSb3PYDBaOSVpybSs0sbeozK/dK38N3n8fH2ZML0NwDY+P2HnDxziVfeXQSAQqHgyLalLP1xIwuW/uJUXf7NStI2YO05mvzMXLuA6E7SNqUjb/vcqUPrxvy6+J18vRO1a1TljzUL6Xf/M5w6exmA7h1b8sOC12nV92FuJCbz0Oj+vPjkgzTv+RAGoxGAl2dMpN997ek6/HEAvnzvBdzd3Zg4401b2RuWfcCZC1d4ae4XABz/7TsWfb+WL5etAcDby4OTO77nmdmf2vUi/huVpG3A2nP09fL1LF6+3mG50jalo7D2uW1Q7058Pvc5ancYhclkls8dIYT0HIm/h4+XJwCpaRkANG1QGxeNhr0HT9ryXI6KIeZ6Aq2a1QegddP6nL981W6Iwe59x/Hx9rQ9HW3VtD57D56wu9bu/cdo1dRahkatpmmD2nbXsVgs7D14glZN6zldl3+zkrTNbXNnPUb4ruVs+uEjxg3tZXdM2qZ05G0fZ7RuWp/U9ExbYASw9+AJzGYLLRrXBaztc/DYGduXb4Dd+45Ru0ZVfL09bXnytuGe/cdtbRgaEkxwRX+7PBmZ2Rw/ffE/0T4laZvbnnx4FOG7l7P9p095fOJwVKrcj2Npm9LhTPv4eHmSmZltGzInnztCCJlzJMqcQqFgzvOPcOj4WS5EXAMgKLACOXpDvieqicmpBAX4AVAx0I/Em6l2x29/YFUMrAAXrH/mzZN4MxUfb0/cXF3w9fFCrVaReDPFvpybqdQOq+p0Xf6tSto2YB0W9NfhU2i1OXTr0IJ5Lz+Op4e7bXiQtM3dc9Q+zqgYWIGbeeYtmExmUtMzCAqsAFjv7bXYG3Z5Eu/495WWkUXFQD+SHLRhUKCfrYzbaXnLCQqo4HR9/4lK2jYA36zYwOnzEaSmZdK6WX1mzZhIUKA/cz76BpC2KQ3OtI+/nw9PPzKWH1Zvs6XJ544QQoIjUebmzXqM+rVDGTbpxfKuisjjbtrm069/tv0efiESD3c3Hp843G7uhLg78m/n3nU3bfPVD+tsv5+7FIXBYOS9V6fzzvzv0BuMhZwpnFVU+3h5urPs89lcjIzmoy9X/M21E0Lcy2RYnShTc1+aRu+ubRg19RXiEm7a0hOSUnB10eBza4jIbRX9/Ui49UQuMSmVinmeoAX6+906lmL7M2+eigF+pGdkocvRk5ySjtFoomKeJ6WBAX62Mpypy7/R3bSNI8fCL1ClUkVcNNZnLtI2d6eg9nFGYlIKAbf+rdymUinx8/Em4Y57m6998v37SiXQQRsmJKXayridlrechDxPzf9N7qZtHDkWfhGNRm1bwU7a5u4U1T6eHu6s+GIOWVlapjw7F6PRZDsmnztCCAmORJmZ+9I0+vXowOhHXyH6uv0QkVPnLqM3GOjctpktrVb1EKpWCeLoyfMAHDl1nvq1q9ut7tO1Q3PSM7K4GGkdJnH01Hm7MgC6tm/B0VPWMgxGI6fOXaZz26a24wqFgs5tm3H01AWn6/Jvc7dt40ijejVJScuwPfmWtim5wtrHGUdOncfPx4smDWrZ0jq3bYZSqeB4+EXA2j7tWjZCrVbZ8nTt0JzLV2JIuzXU5+ip83TJ14bNbW14LfYGNxKT7drHy9OdFk3q/mvb527bxpFG9WpgMplsw7ekbUquqPa5vRKg3mBk0tNvk6M32B2Xzx0hhARHokzMe/lxRgzszvRZH5KZpaVigB8VA/xwc3UBrBODf1zzG288N4WOrZvQpEEtPnnzKY6cPGdbpWfP/uNcjIzm87nP0rBuGN06tODF6Q/w7cpNti/gy1ZtpXrVSrz69CRqh1Vl4pgBDO7d2W7Yylffr+X+EX0ZPbgHtWtU5d1XnsDD3Y2f1v3udF3+TUqjbXp3bcP9w/tQr1YoYdUq89Do/syYMpqlP220XUfapmSKah+wPqVuVK8GNapVAaB+7eo0qlcDPx8vAC5fiWHnn0f5cPb/0bxxHdo0b8DbL01j3ba93EhMBmDNlj0YDEY+en0GdWuFMqRPZ6beP4RFP6y1XWfxivV079iSaQ8Oo3ZYVZ57bDxNG9a2a+fFy9fz1CNj6dOtLfVrV2f+289yIzG5wFUM/8lKo21aNa3H1AlDaFg3jNCQYIYP6MacmVP5dfNuW+AjbVMyRbXP7cDIw92V596Yj5enuy2PUmn9OiSfO0IIWcpblAlHG4SCdV+c2xvl3d4Ab2i/rrc2wDvGrHkL7Sa6hlSuyLuvPEHHVk3I1upYtWEnc+d/m28zvjkzp1KnZihxN5L49Ouf823G9/DYgdbN+AIrcOZCJK+995XtCbqzdfm3KI226d6xJS/PeIiwapVRKBRERcfx3cotLF+9DYsl978UaZvic6Z9nntsPM89dn+hefx8vJg76zF6d22D2Wxh8459vPreVwVvApuaztIfN/K/b3+1K3NQ7068OP0BqlYJ5sq167z96VKHG41OGNkXH29PDh8/y6x5C4m8dv2u7sO9qDTapkn9Wsx7+TFq16iKi0ZDdOwNftm0i6++X2s330japviKap/by6s70nbAFGKuJwDyuSPEf50ER0IIIYQQQgiBDKsTQgghhBBCCECCIyGEEEIIIYQAJDgSQgghhBBCCECCIyGEEEIIIYQAJDgSQgghhBBCCECCIyGEEEIIIYQAJDgSQgghhBBCCECCIyGEEEIIIYQAJDgSQgghhBBCCECCIyGEEEIIIYQAJDgSQgghhBBCCADU5V0BIYQQQgjx7/HJm08zdkhPAM5fvkqPUU/aHVcoFMyYMpqxQ3sRUqkisfGJdBz8KE9MGsG4ob3pNuIJLBZLsa/74Kh+zJgyhk5DHkVvMNodmzphCG8+/4jtdePuE0hOTS/BuyuZ6iEV6dC8LvVqVibAz5us7BwiY26w7vcjJNxMK3Y+R/p3a8GwXm2IvZHMmwt+sTtWOagCg+9rRWiVQHy9PNAbjMQlprD9z5OcunDNlq9uWGWemzLYYfnvLlrLlZgEu7Qgfx+G9GpD7dBgPN3dSE7L5NCpy2z/6yQGg6nQ+jp7rdAqgQzr1Yaa1YJRKCAyOoFftx0kJv6m3Tl3c+/uJMGREEIIIYRwSrcOLfhx4ZsFHp/x6scA3ExO4/UPF5OekZUvz6QxA3j+iQks+n4tZy9GkZCUjJenO09MGslbnyzJFxg9O20cz04bT/eR07l8Jcbu2MdvzGD04B5MevptVq7fwXOP3c+Do/rzzY8b7PLt/usYT6Z8xICeHRjQs2NJ336J9e3SjNqhlTgaHknMjZv4ennQvV0jXnl8BO99tZbrCSnFypeXn48n/bs2R5djcHg8wNcLN1cNB05cJDU9GxeNmpaNajD9gX78sO4P9h45b5d/x/7TXI1NtEtLSLYPMCr4ePLSY8PR6vTsOniGbG0ONasFM6Rna0KrBLJwxXan7k1h16pWOYDnpw4hJS2TjbuOolQo6NauITOnDOadRWu4kZRbp5Leu7wkOBJCCCGEEE5pVK8GAK++u4jU9Mx8x3fvP0ants3I1ulYvXm3wzLGDu3FHwdO8NYnS21pUycMQa1SsXbLH/nyf7dyC9MfHsUjE4by4tv/s6VPHjeIccN68+6C79mx9wgAqzbs4NEHh+YLji5HxXA5KoYaoZXLJTj6/a/TfLNqJyaT2ZZ25HQEs58cRb+uzVnyy65i5ctrVL/2XIlOQKFU4OXhlu94+KVowi9F26XtOniGVx4fTq+OTfMFR5evxnPszJVC31P75nXwdHflg8XribsVeOw9ch6FQkGHFnXxcHMhW6cvtIyirjW0ZxsMBiPvfbWOLG0OAAdOXuKtp8cyrFdbFv30my1vSe9dXjLnSAghhBBCOKVBnTDSMjJZ8tNGVm/ene8nOaXwoWquLhoa1q3BgWNn7NLHDunF9j2HyNHn7/m4mZLGms17GDXwPvz9fABo36oxrz83hY2//cX8xStteddv/5NqVYLp1KZpKbzb0hMZfcPuSztAQnI61xNSqBToV+x8d6pTvRItG9bg5y37ilUni8VCSloW7m4uDo+7umhQKhUFnu/maj0vPTPbLj0tIxuz2Ywxz/soTEHXql29EuciY22BkfV6Wi5GxdGkXiiuLrn9PCW5d45Iz5EQQgghhHBKw7o1CD8fWaJzP3r9/xg/vA8ALz35IC89+SBHTp5n+qwPaVSvBl/9sLbAc79avo77R/ThwVH9WLVhJ4vef4HLUTE8PftTu3ynz0WQnJpO3/va8dfhUyWqZ15KpaLAACKvbG0OxZku5ePl7tRwr4LyKRQKxg7qxJ9Hz3P9RtHluGjUaDQq3F1daFY/jEZ1qnEkPCJfvonDu+Hm6oLJZOby1Xh+3XaAq9eT7PJcvHKdfl2b89CwbmzYeZSsbB21QoPp1rYhOw+cyTfvqyCFXUutVjmcu6Q3GNGoVVQJ8s83DyovZ+/xbRIcCSGEEEKIImnUamqFhXBozVlbD86d0jOzMBoLnoS/evMeDEYTD43uz2vvfUVKWgYxcQm0bl4fsAY2BbkYcY3d+44xaexA+t3XHrVazeRn5pKt1eXLG34+gjbNGpTgHTpWO7RSgQsH5PXyRyu4mZp/uKEj7ZrVpoKvF+t3Hi1xvm5tGhDg68WnOzY5dc1R/drTrW1DAMxmM8fPRvHTxr9sx40mM0fPRBJ+MZrMbB2VK/rRp1MzZk4dwvtfryM6LncRhDOXY1j3+2H6d21B8wZhtvTNu4+xbseRIuvizLVuJKVSo1oQCoXCNhdNpVJSo2oQYJ1rVRhn7/GdJDgSQgghhBBFqlurGi4aDRPHDGDimAH5jnceMo3Ia9cLPP+vw6fo3K4ZWdlalvy00fZl9/kOEwC4Fnuj0Osv+n4tPy58k0B/Xx54cg5XY+Id5rsac4NRAxs6+7aKFBN/k0+WOhd8pGVqncoXHOjL+EGdibgWz/7jF0uUz9PdlcE9W7Np9zEys/MHiY7s2H+aY2eu4OfjQavGNVEqFahUKtvxyOgbfPVTbjucOn+VY2euMHv6KIb3bsv8ZVvsyruZmsGlq3EcO3OFLK2OxnVD6de1BWmZWnYftB86mZcz19pz6CwThnThoWFd2f7nSRQKBQO6t8TXywMAF42qoOKdvsd5SXAkhBBCCCGK1KBOGABPvfYJ8Qk38x0vLDC6rWGdMC5EXLNbka6Cnw8Gg9FhL9Cd6tSsBsDV2Bvs2X+8wHxp6Zm4u7vi7uaKVpdTYD5nZev0nI+MvetybvPxcuf/HuyPVqdn0U+/F7hseVH5hvZqQ5Y2h11FBCF3upGUZlvh7cCJSzw1cQDTH+jLu4vWFnhOYnI6J85H0aJhDbsenNZNavHAkK689tnPpKZbVyU8fjYKpULBiD5tOXzqst1cIWfkvdYfh89RwdeLPp2a0rFlPQCiYhLY/udJBnRvic7BHDVw/h47IsGREEIIIYQoUsO6NTAYjKzd8gcGo3PzSRyVsXv/sWKf16VdM2Y/M5mIq7HUqh5Ctw4tCgyQFLfm9ZdkryRHVColnu6uTuXNyNIVel03Vw3/91B/3N1c+HDxetIyskuUL8jfhy6t67Ny8378vD1s6Rq1CpVKSYCfF9ocA9lFBCfHzkTywNCuBAf62i2LnVdKWhYatQpXF7VtufDubRtyLS7JFhjddvL8VTq2rEe1yoElCirzXmvd74f57c+TVA6qgDZHz/UbKQzr1QaABAd1dvYeF0SCIyGEEEIIUaSGdcO4dv1GiQMjH29PQipX5Pylq3bpKanpaDRqPD3cycrOPywtNCSYhe+9QPiFSMZOe5U/133JIxOGFhgc+fp4ka3VocspehlpZ9SqFlwqc47UahVPPtCP4ABfPv12E3GJqSXO5+fjiVKpZNygTowb1Cnf8XnP3c+OfadZuWV/ofXVqK2hgLtr4QtOBPp7ozcY7VYT9PZydxh8qVTWxbBVhax0V9xrZev0RFzLHYJXv1YIyWmZxCel2p3r7D0ujARHQgghhBCiSA3qhHHs1IW7Oh/g7CX7PW0uR1k3dg0NCebcpSi7Yx7ubiz99FWMRhNTnplLRmY2363czLPTxlO7RtV8m8LeLudSZHS+9JIqjTlHCoWCR8b0pGa1YL5Yvo3IaMcrrDmbLzYhmS9WbMuXPrRnG9xcNfy8eR+JybnLqnt7upGRZT9sUalU0L55HfR6I3GJ1tXcvDzc8s1fqlrJn2b1qhN+KdpuJb6EpDQa1K5KUIAvCTdze3DaNKmF2Wwm5kYyABqNCn9fLzKzdWRl5wZTxbnWnVo3rkmNqkGs2rLfLo+z964oEhwJIYQQQohCVQzwo2JABVsgUxKN6lo3kD13Mcou/ehJ6wakzRrWzhccfT73WWqFhTD6kVeIuzXP6duVmx1uCntb4/q1WLN5T4nrmVdpzDka3a89zRuEcfL8VTw9XGnXrLbd8YMnLxcrX1Z2DifP2ffAAfTs0AQg37EJQ7rg7urCpatxpKRn4evlQdtmtalcsQKrtuwnR2/tDXxkbE8MBhMR0TfIyNRSOagCXVrXR28wsua3Q3Zlbv/zJI3qVOP5qYPZdfAMWdk5NKkXSpO6oew9cs42nK1GSBDPTRnMhp1H2bgrd9U4Z65Vp3olBt7XkrOXY8nK1lGjWhAdW9Qj/OI1dh4IL9E9LooER0IIIYQQolANbwU2ARV8GTGge77jZy9e4fzl/F/W79SgbhjXbySRmm4/7Oxa7A3OXYqiS/vm/LTud1v6zMfvp3+PDjz/1gIOnzhnS09OSWf15t2MGngf736+jJS0DNuxJg1q4e/nw7bdB0ryNstM1coBADSrX51m9avnO377i7uz+YrrSHgknVrWo2ubhnh5uKHL0XP1ehKrtx/i1PncdjtxLop2TevQq2MT3F1dyMjScvxsFBt3HbXriQK4dDWe979ex6AerejethGe7q4kpWaw9rdDbPvzZJF1cuZaKelZmM0W+nRuipuLhqTUDNbtOMzv+05jNtt3LZXWvVMQ1Kp0ZqsJIYQQQoh/pccnDue1ZyYXePz/XvmYXzftAuCTN5+mY+vGtBsw1S7Pxu8/JCUtgwefnJPv/EceGMrzj99P0x4PosvR0+++9iz+aBbf/7KVWfMW5stfp2Y1dv2ygPe/WM78xStt6S/PmMiwfl1pO2CKw3o+99h4nnvsfhp3n0ByarrDPOK/TXqOhBBCCCFEoRZ+t4aF361xOr9SocTfzwejyUR6hnU1s0EPziww/09rf+OpqWMY3r8bP679ja27DlC15dAC81+KjM533EWjZvTgHixY+ku+/K4uGjw93HF3c27VOfHfpSzvCgghhBBCiH+XkMoVCd+9nLVL33Mqf0ZmNgu/Xc3jE0egUJRslbOxQ3thNJr4ftWWfMceHN2f8N3LeWLSyBKVLf47ZFidEEIIIYQoNXVqVqNSRX8AsrJ1HDtd8hXuSkuV4EBqhYXYXu8/Go7RaCrHGol7lQRHQgghhBBCCIEMqxNCCCGEEEIIQIIjIYQQQgghhAAkOBJCCCGEEEIIQIIjIYQQQgghhAAkOBJCCCGEEEIIQIIjIYQQQgghhAAkOBJCCCGEEEIIQIIjIYQQQgghhAAkOBJCCCGEEEIIAP4flG32EVRMJUQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x350 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create input matrix used to forecast the next 30 steps\n",
    "# ==============================================================================\n",
    "X_predict = forecaster.create_predict_X(steps=29, exog=data_test[exog_features])\n",
    "# SHAP values for the predictions\n",
    "# ==============================================================================\n",
    "shap_values = explainer.shap_values(X_predict)\n",
    "# Waterfall plot for a single prediction\n",
    "# ==============================================================================\n",
    "predicted_date = '2014-12-28'\n",
    "iloc_predicted_date = X_predict.index.get_loc(predicted_date)\n",
    "shap_values_single = explainer(X_predict)\n",
    "shap.plots.waterfall(shap_values_single[iloc_predicted_date], show=False)\n",
    "fig, ax = plt.gcf(), plt.gca()\n",
    "fig.set_size_inches(6, 3.5)\n",
    "ax_list = fig.axes\n",
    "ax = ax_list[0]\n",
    "ax.tick_params(labelsize=10)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x650 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dates = ['2014-12-15', '2014-12-16', '2014-12-17',\n",
    "               '2014-12-18', '2014-12-19']\n",
    "\n",
    "for date in dates:\n",
    "    fig, axs = plt.subplots(ncols=1, nrows=2, figsize=(14, 9), gridspec_kw={'height_ratios': [2, 3]})\n",
    "\n",
    "    # Plot predictions and test data\n",
    "    data_test.loc[predictions.index, 'Demand'].plot(ax=axs[0], label='Test')\n",
    "    predictions.plot(ax=axs[0], label='Predictions', linestyle='--')\n",
    "    axs[0].set_xlabel(None)\n",
    "    \n",
    "\n",
    "    # Higlight date being explained with a pointer circle\n",
    "    axs[0].axvline(pd.to_datetime(date), color='red', linestyle=':', linewidth=1.5, alpha=0.8)\n",
    "    axs[0].scatter(pd.to_datetime(date), predictions.loc[date], color='red', s=100, marker='o', edgecolors='orange', linewidths=2, zorder=5)\n",
    "\n",
    "    axs[0].set_title(f'SHAP Explanation for Prediction on {date}', fontsize=18, pad=25, fontweight='semibold')\n",
    "    \n",
    "    # SHAP waterfall plot\n",
    "    iloc_date = X_predict.index.get_loc(date)\n",
    "    shap_values_single = explainer(X_predict)\n",
    "    shap.plots.waterfall(shap_values_single[iloc_date], show=False)\n",
    "    axs[1].tick_params(labelsize=0)\n",
    "    axs[1].set_title(\"Feature contribution breakdown\", fontsize=15, pad=8)\n",
    "    for text in axs[1].texts:\n",
    "        # reduce font size of all texts\n",
    "        text.set_fontsize(8)\n",
    "    for a in fig.axes:\n",
    "        texts = [t.get_text() for t in a.get_xticklabels()]\n",
    "        if any((\"f(x)\" in t or \"$f(x)$\" in t or \"E[f(X)]\" in t or \"$E[f(X)]$\" in t) for t in texts):\n",
    "            a.set_xticks([])            # remove ticks\n",
    "            a.set_xticklabels([])       # remove tick labels\n",
    "            # optionally hide spines/ticks for cleanliness\n",
    "            for sp in (\"top\", \"right\", \"left\"):\n",
    "                try:\n",
    "                    a.spines[sp].set_visible(False)\n",
    "                except Exception:\n",
    "                    pass\n",
    "            a.xaxis.set_ticks_position(\"none\")\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating animation frames...\n",
      "Created 5 frames\n",
      "Saving GIF...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IMAGEIO FFMPEG_WRITER WARNING: input image is not divisible by macro_block_size=16, resizing from (900, 728) to (912, 736) to ensure video compatibility with most codecs and players. To prevent resizing, make your input image divisible by the macro_block_size or set the macro_block_size to 1 (risking incompatibility).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving MP4 video...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[rawvideo @ 0x18e13000] Stream #0: not enough frames to estimate rate; consider increasing probesize\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Animation files created successfully!\n",
      "📁 skforecast_shap_explanability.gif\n",
      "🎥 skforecast_shap_explanability.mp4\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "Create animated GIF and MP4 video showing SHAP explanations for time series predictions.\n",
    "\n",
    "This code generates a sequence of plots for different prediction dates, each showing:\n",
    "- Time series predictions with highlighted date\n",
    "- SHAP waterfall plot explaining feature contributions\n",
    "\n",
    "The animation helps visualize how feature importance changes over time.\n",
    "\"\"\"\n",
    "\n",
    "import os\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
    "\n",
    "try:\n",
    "    import imageio\n",
    "except ImportError:\n",
    "    print(\"imageio not installed. Install with: pip install imageio\")\n",
    "    raise\n",
    "\n",
    "# Configuration\n",
    "dates = ['2014-12-15', '2014-12-16', '2014-12-17', '2014-12-18', '2014-12-19']\n",
    "fps = 1  # frames per second for video\n",
    "gif_duration = 1000  # milliseconds per frame for GIF\n",
    "output_width = 900  # width for resized frames\n",
    "\n",
    "def create_frame(date):\n",
    "    \"\"\"\n",
    "    Create a single frame for the animation showing SHAP explanation for a specific date.\n",
    "\n",
    "    Parameters:\n",
    "    - date: str, date string for the prediction to explain\n",
    "\n",
    "    Returns:\n",
    "    - PIL Image: resized frame ready for animation\n",
    "    \"\"\"\n",
    "    fig, axs = plt.subplots(ncols=1, nrows=2, figsize=(14, 9),\n",
    "                            gridspec_kw={'height_ratios': [2, 3]})\n",
    "\n",
    "    # Plot time series predictions\n",
    "    data_test.loc[predictions.index, 'Demand'].plot(ax=axs[0], label='Test')\n",
    "    predictions.plot(ax=axs[0], label='Predictions', linestyle='--')\n",
    "    axs[0].set_xlabel(None)\n",
    "\n",
    "    # Highlight the explained date\n",
    "    axs[0].axvline(pd.to_datetime(date), color='red', linestyle=':', linewidth=1.5, alpha=0.8)\n",
    "    axs[0].scatter(pd.to_datetime(date), predictions.loc[date], color='red',\n",
    "                   s=100, marker='o', edgecolors='orange', linewidths=2, zorder=5)\n",
    "    axs[0].set_title(f'SHAP Explanation for Prediction on {date}',\n",
    "                     fontsize=18, pad=25, fontweight='semibold')\n",
    "\n",
    "    # SHAP waterfall plot\n",
    "    iloc_date = X_predict.index.get_loc(date)\n",
    "    shap_values_single = explainer(X_predict)\n",
    "    shap.plots.waterfall(shap_values_single[iloc_date], show=False)\n",
    "    axs[1].tick_params(labelsize=0)\n",
    "    axs[1].set_title(\"Feature contribution breakdown\", fontsize=15, pad=8)\n",
    "\n",
    "    # Clean up SHAP plot text and axes\n",
    "    for text in axs[1].texts:\n",
    "        text.set_fontsize(8)\n",
    "    for a in fig.axes:\n",
    "        texts = [t.get_text() for t in a.get_xticklabels()]\n",
    "        if any((\"f(x)\" in t or \"$f(x)$\" in t or \"E[f(X)]\" in t or \"$E[f(X)]$\" in t) for t in texts):\n",
    "            a.set_xticks([])\n",
    "            a.set_xticklabels([])\n",
    "            for sp in (\"top\", \"right\", \"left\"):\n",
    "                try:\n",
    "                    a.spines[sp].set_visible(False)\n",
    "                except Exception:\n",
    "                    pass\n",
    "            a.xaxis.set_ticks_position(\"none\")\n",
    "\n",
    "    plt.tight_layout()\n",
    "\n",
    "    # Save temporarily and load as PIL Image\n",
    "    filename = f\"temp_{date}.png\"\n",
    "    fig.savefig(filename, dpi=120, bbox_inches='tight')\n",
    "    plt.close(fig)\n",
    "\n",
    "    img = Image.open(filename)\n",
    "    img = img.resize((output_width, int(output_width * img.height / img.width)))\n",
    "\n",
    "    # Clean up temporary file\n",
    "    os.remove(filename)\n",
    "\n",
    "    return img\n",
    "\n",
    "# Generate frames\n",
    "print(\"Generating animation frames...\")\n",
    "frames = [create_frame(date) for date in dates]\n",
    "print(f\"Created {len(frames)} frames\")\n",
    "\n",
    "# Save optimized GIF\n",
    "print(\"Saving GIF...\")\n",
    "frames[0].save('skforecast_shap_explanability.gif', format='GIF',\n",
    "               append_images=frames[1:],\n",
    "               save_all=True,\n",
    "               duration=gif_duration,\n",
    "               loop=0,\n",
    "               optimize=True)\n",
    "\n",
    "# Save as MP4 video\n",
    "print(\"Saving MP4 video...\")\n",
    "imageio.mimsave('skforecast_shap_explanability.mp4',\n",
    "                [np.array(img) for img in frames], fps=fps)\n",
    "\n",
    "print(\"✅ Animation files created successfully!\")\n",
    "print(\"📁 skforecast_shap_explanability.gif\")\n",
    "print(\"🎥 skforecast_shap_explanability.mp4\")"
   ]
  }
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